{"id":"W4399118591","doi":"10.1200/jco.2024.42.16_suppl.e13626","title":"Reliability of YouTube content targeting Arabic-speaking patients with breast cancer regarding post-mastectomy reconstruction.","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; St Mary's Hospital Centre; McGill University","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Arabic; Breast reconstruction; Reliability (semiconductor); Cancer; Oncology; 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":[{"model":"gemma","categories":["metaresearch","scholarly_communication"],"domain":"evaluation","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004784388,0.0002324493,0.0002221533,0.001967517,0.0003976454,0.0007749456,0.0003303867,0.0003168106,0.002883083],"category_scores_gemma":[0.045943,0.0001286054,0.0003756099,0.001096769,0.0002805743,0.0009421639,0.001105873,0.0002522069,0.0006732409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005071445,"about_ca_system_score_gemma":0.0003804646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006030114,"about_ca_topic_score_gemma":0.008778648,"domain_scores_codex":[0.9975272,0.0008826507,0.0004520449,0.0003097366,0.0006719365,0.0001564199],"domain_scores_gemma":[0.9767092,0.01025607,0.004686614,0.0005248306,0.007340228,0.0004828925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005840488,0.00008800733,0.9168491,0.0009184045,0.0001104961,0.0002630254,0.01468674,0.0001814951,0.001843127,0.0001236705,0.003769599,0.06058228],"study_design_scores_gemma":[0.00001313123,0.0002205678,0.9791682,0.0003004589,0.00005884672,0.0003888409,0.01269384,0.001394327,0.0008369742,0.00006265229,0.00483892,0.00002334051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903938,0.0005802457,0.0004481301,0.0002605952,0.00008328776,0.0002886656,0.003184859,0.00003427562,0.004726253],"genre_scores_gemma":[0.9958133,0.0003739982,0.0008633435,0.00006812637,0.00002860414,0.0002537854,0.001625673,0.00001343802,0.0009597794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006030114,"threshold_uncertainty_score":0.02530259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261529594001747,"score_gpt":0.5055267811370193,"score_spread":0.3793738217368446,"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."}}