{"id":"W4388204072","doi":"10.1200/op.2023.19.11_suppl.305","title":"How reliable are post-mastectomy breast reconstruction videos on YouTube?","year":2023,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Calgary; McGill University","funders":"","keywords":"Thematic analysis; Breast cancer; Mastectomy; Narrative; Psychology; Medicine; Perception; Upload; Qualitative research; Cancer; Computer science; Art; World Wide Web; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007649304,0.0001775508,0.0003719265,0.0002097975,0.0001999189,0.00005934154,0.000118674,0.0002865681,0.0001511603],"category_scores_gemma":[0.003072245,0.0001557171,0.00009771364,0.0006458091,0.00009219797,0.0008888366,0.00006679142,0.0006842735,0.001004046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004973896,"about_ca_system_score_gemma":0.0003598428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003096991,"about_ca_topic_score_gemma":0.0000960261,"domain_scores_codex":[0.998358,0.0001652363,0.0002438702,0.0004276207,0.0003830681,0.0004222821],"domain_scores_gemma":[0.9978258,0.0006458552,0.0003509979,0.0003809725,0.0006105615,0.0001858023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02049416,0.000941778,0.06857691,0.0003007872,0.0008758113,0.00912362,0.001555143,0.0003237838,0.01386779,0.001929254,0.2389684,0.6430425],"study_design_scores_gemma":[0.003570938,0.003200285,0.08398201,0.0004076241,0.0004969486,0.01922878,0.02325414,0.0003663101,0.0006283799,0.0001527793,0.8643723,0.0003395572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6090773,0.0002052799,0.00006468035,0.2793689,0.002208605,0.0007297173,0.00003920473,0.0006142131,0.107692],"genre_scores_gemma":[0.9705266,0.0002596405,0.003332689,0.0153164,0.001142549,0.00008498501,0.00005169524,0.00004468226,0.009240789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6427029,"threshold_uncertainty_score":0.9997738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07664900781198228,"score_gpt":0.3724960297008734,"score_spread":0.2958470218888911,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}