{"id":"W4383893520","doi":"10.1007/s13187-023-02332-6","title":"Assessment of Lung Cancer YouTube Videos for Patient Education","year":2023,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Lung cancer; The Internet; Patient education; Health care; Reliability (semiconductor); Family medicine; Medical education; Multimedia; Pathology; Computer science; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.001472895,0.00009170353,0.0002532008,0.0003130739,0.0002572376,0.00001203413,0.0001400015,0.00009543021,0.0005637381],"category_scores_gemma":[0.0003043435,0.00007374825,0.00009235507,0.0004387295,0.00001710317,0.00086793,0.00002145789,0.0003062092,0.000004569388],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009894382,"about_ca_system_score_gemma":0.01637259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005471996,"about_ca_topic_score_gemma":0.00006836824,"domain_scores_codex":[0.9972776,0.0001954664,0.001866547,0.00009990809,0.0003301891,0.0002302662],"domain_scores_gemma":[0.9943219,0.0002649043,0.002493136,0.0001732787,0.002602363,0.0001444188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007488552,0.0002182017,0.5668345,0.00216263,0.00003469853,1.831168e-8,0.008941779,0.0001732134,0.0001215334,0.0008620143,0.1376786,0.2828979],"study_design_scores_gemma":[0.0004538732,0.0001117882,0.7583371,0.001670539,0.00006871743,5.138234e-7,0.007558921,0.003431421,0.0001715005,0.0006599926,0.2274274,0.0001082101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765021,0.001210514,0.001354293,0.00541997,0.01214638,0.001289098,0.00007346467,0.00001832059,0.001985916],"genre_scores_gemma":[0.9894277,0.0009752868,0.002340011,0.003566767,0.001548929,0.001070395,0.00005154758,0.00001545906,0.001003848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2827897,"threshold_uncertainty_score":0.9892037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0488073207132424,"score_gpt":0.5927261631274752,"score_spread":0.5439188424142327,"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."}}