rank,rank_meaning,video_id,video_url,title,author_name,metadata_status,metadata_checked_utc,theme,selection_reason,source_comment_ids,source_comment_urls,source_stances_json,evidence_summary,limitations,conflicts,selection_status,semantic_input,model,playability_checked,content_viewed,revision_status,audit_scope,review_method,audit_evidence_table,audit_source_comment_ids,unresolved_limits,reason_support,http_status,metadata_endpoint,playback_status,duration_status,content_summary_status,thumbnail_status,metadata_qualification,audit_check_record,audit_revision_log
1,suggested_viewing_order_not_quality_score,9IlmekWsEAQ,https://www.youtube.com/watch?v=9IlmekWsEAQ,Getting Started in Amateur Astronomy - for COMPLETE BEGINNERS.  Telescopes?  Books?  Binos?  Part 1,Ed Ting,metadata_available,2026-11-03T05:26:34.721580+00:00,Beginner observing,A broad entry point to amateur astronomy. Two supplied comments separately recommend this specific beginner guide.,42387446;49536680,https://news.ycombinator.com/item?id=42387446;https://news.ycombinator.com/item?id=49536680,"[{""comment_id"": ""42387446"", ""stance"": ""recommend"", ""topic_fit"": ""yes""}, {""comment_id"": ""49536680"", ""stance"": ""recommend"", ""topic_fit"": ""yes""}]",Both comments place this link within favorable beginner-advice lists. Their separate endorsements are retained; two mentions are not quality votes.,Equipment guidance may age; neither content nor current buying advice was checked.,No conflicting stances among supplied comments for this ID; this is not an assessment of wider opinion.,final_after_full_small_evidence_audit,final_judgments.csv,Codex / GPT-6; exact deployment version unavailable,false,false,selection_and_rank_unchanged,All 38 pair judgments and five selected entries checked against supplied inputs.,small non-blind model evidence audit; not a measured accuracy benchmark,evidence_audit_and_revisions.csv,42387446;49536680,List-level praise does not establish that the author watched every item or validate equipment advice. | Current equipment suitability and viewing by the commenter are unverified.,supported within supplied wording and metadata limits,200,https://www.youtube.com/oembed?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D9IlmekWsEAQ&format=json,not_tested; regional availability unknown,not_supplied,not_available; existing evidence summaries describe comments only,"oEmbed URL supplied; not fetched, displayed or verified","Successful recorded oEmbed response provides title and author attribution only; it does not verify playback, accuracy, quality or current availability.",check_record.md,revision_log.csv
2,suggested_viewing_order_not_quality_score,d0cjG1UdqKo,https://www.youtube.com/watch?v=d0cjG1UdqKo,Joseph Fraunhofer Biography: The Father of Modern Astronomy [CC],Kathy Loves Physics,metadata_available,2026-11-03T05:26:34.187365+00:00,History of astronomy,"Adds astronomy history through a Fraunhofer biography, with direct praise of the linked video.",31451807,https://news.ycombinator.com/item?id=31451807,"[{""comment_id"": ""31451807"", ""stance"": ""recommend"", ""topic_fit"": ""yes""}]","Zamicol explicitly calls this particular biography good, separately from broader praise of the channel.",Subject fit follows the supplied title and comment; historical accuracy was not verified.,No conflicting stances among supplied comments for this ID; this is not an assessment of wider opinion.,final_after_full_small_evidence_audit,final_judgments.csv,Codex / GPT-6; exact deployment version unavailable,false,false,selection_and_rank_unchanged,All 38 pair judgments and five selected entries checked against supplied inputs.,small non-blind model evidence audit; not a measured accuracy benchmark,evidence_audit_and_revisions.csv,31451807,Historical accuracy is unverified; no repeated-viewing claim is made for this ID.,supported within supplied wording and metadata limits,200,https://www.youtube.com/oembed?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dd0cjG1UdqKo&format=json,not_tested; regional availability unknown,not_supplied,not_available; existing evidence summaries describe comments only,"oEmbed URL supplied; not fetched, displayed or verified","Successful recorded oEmbed response provides title and author attribution only; it does not verify playback, accuracy, quality or current availability.",check_record.md,revision_log.csv
3,suggested_viewing_order_not_quality_score,TifUa8ENQes,https://www.youtube.com/watch?v=TifUa8ENQes,How Starlink is changing Astronomy,Verse,metadata_available,2026-11-03T05:26:34.304184+00:00,Astronomy and satellites,"Adds a discussion of Starlink’s effects on astronomy, explicitly recommended by the commenter.",26458700,https://news.ycombinator.com/item?id=26458700,"[{""comment_id"": ""26458700"", ""stance"": ""recommend"", ""topic_fit"": ""yes""}]",ShockedUnicorn directly recommends the documentary for its treatment of Starlink’s positives and negatives.,The comment uses a different title from the oEmbed snapshot; the video ID matches. Balance and factual accuracy were not independently assessed.,No conflicting stances among supplied comments for this ID; this is not an assessment of wider opinion.,final_after_full_small_evidence_audit,final_judgments.csv,Codex / GPT-6; exact deployment version unavailable,false,false,selection_and_rank_unchanged,All 38 pair judgments and five selected entries checked against supplied inputs.,small non-blind model evidence audit; not a measured accuracy benchmark,evidence_audit_and_revisions.csv,26458700,Comment title differs from oEmbed title. ID linkage is confirmed; cause of the title difference and content balance remain unresolved.,supported within supplied wording and metadata limits,200,https://www.youtube.com/oembed?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DTifUa8ENQes&format=json,not_tested; regional availability unknown,not_supplied,not_available; existing evidence summaries describe comments only,"oEmbed URL supplied; not fetched, displayed or verified","Successful recorded oEmbed response provides title and author attribution only; it does not verify playback, accuracy, quality or current availability.",check_record.md,revision_log.csv
4,suggested_viewing_order_not_quality_score,KfODJpfS0fo,https://www.youtube.com/watch?v=KfODJpfS0fo,Pluto on the Horizon: Anticipating our First Encounter with the Double Planet,SVAstronomyLectures,metadata_available,2026-11-03T05:26:38.080813+00:00,Planetary science,Adds a Pluto lecture supported by an explicit recommendation.,9071833,https://news.ycombinator.com/item?id=9071833,"[{""comment_id"": ""9071833"", ""stance"": ""recommend"", ""topic_fit"": ""yes""}]",cellover strongly recommends this particular lecture and supplies its Pluto-focused title.,The comment dates to 2015 and the title anticipates the encounter; treat it as historical rather than current mission coverage.,No conflicting stances among supplied comments for this ID; this is not an assessment of wider opinion.,final_after_full_small_evidence_audit,final_judgments.csv,Codex / GPT-6; exact deployment version unavailable,false,false,selection_and_rank_unchanged,All 38 pair judgments and five selected entries checked against supplied inputs.,small non-blind model evidence audit; not a measured accuracy benchmark,evidence_audit_and_revisions.csv,9071833,"This is a historical pre-encounter resource, not verified current mission coverage.",supported within supplied wording and metadata limits,200,https://www.youtube.com/oembed?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DKfODJpfS0fo&format=json,not_tested; regional availability unknown,not_supplied,not_available; existing evidence summaries describe comments only,"oEmbed URL supplied; not fetched, displayed or verified","Successful recorded oEmbed response provides title and author attribution only; it does not verify playback, accuracy, quality or current availability.",check_record.md,revision_log.csv
5,suggested_viewing_order_not_quality_score,T_k9B01AeFM,https://www.youtube.com/watch?v=T_k9B01AeFM,Basics of Statistics for Astro Imaging,The Astro Imaging Channel,metadata_available,2026-11-03T05:26:39.118054+00:00,Astrophotography methods,Adds an astronomical-imaging methods topic from a list the commenter explicitly enjoyed.,47936513,https://news.ycombinator.com/item?id=47936513,"[{""comment_id"": ""47936513"", ""stance"": ""recommend"", ""topic_fit"": ""yes""}]","nayuki includes this specific statistics video among enjoyed resources in a discussion of exposure and image noise. The criticism targets the parent’s claim, not this video.",The parent chain stops after three items. Endorsement applies to a group of videos; the statistical explanation was not verified.,No conflicting stances among supplied comments for this ID; this is not an assessment of wider opinion.,final_after_full_small_evidence_audit,final_judgments.csv,Codex / GPT-6; exact deployment version unavailable,false,false,selection_and_rank_unchanged,All 38 pair judgments and five selected entries checked against supplied inputs.,small non-blind model evidence audit; not a measured accuracy benchmark,evidence_audit_and_revisions.csv,47936513,Three-level parent chain is truncated; missing ancestors remain unavailable. Immediate context resolves the target of criticism but does not restore the whole thread.,supported within supplied wording and metadata limits,200,https://www.youtube.com/oembed?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DT_k9B01AeFM&format=json,not_tested; regional availability unknown,not_supplied,not_available; existing evidence summaries describe comments only,"oEmbed URL supplied; not fetched, displayed or verified","Successful recorded oEmbed response provides title and author attribution only; it does not verify playback, accuracy, quality or current availability.",check_record.md,revision_log.csv
