{"id":"W1970693454","doi":"10.2196/cancer.4204","title":"YouTube Videos Related to Skin Cancer: A Missed Opportunity for Cancer Prevention and Control","year":2015,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Cancer prevention; Medicine; Control (management); Computer science; Internal medicine; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001751557,0.0001919332,0.0003955688,0.0001072401,0.0004868555,0.00002505775,0.0001504289,0.0002640478,0.001535974],"category_scores_gemma":[0.000436806,0.0001605838,0.0000643312,0.0002748944,0.00003670543,0.0007596731,0.00005297581,0.000409081,0.00004052092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007752902,"about_ca_system_score_gemma":0.003189316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004962421,"about_ca_topic_score_gemma":0.002774546,"domain_scores_codex":[0.9972433,0.0003866917,0.001222194,0.0003299061,0.0002487403,0.0005691894],"domain_scores_gemma":[0.9972182,0.0001986638,0.0005446036,0.0002966615,0.0008706095,0.0008712524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003119411,0.0002125169,0.2739608,0.003154602,0.0001536139,0.000001159001,0.05722884,0.0002109721,0.000213837,0.000737729,0.3617487,0.2992578],"study_design_scores_gemma":[0.005875517,0.0001677815,0.06401859,0.0007421114,0.00003962804,4.142366e-7,0.001988629,0.004890033,0.00005814312,0.0009617782,0.9209584,0.000298957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526194,0.001626935,0.002191431,0.02607512,0.002615816,0.01024499,0.001305282,0.0002228158,0.003098235],"genre_scores_gemma":[0.9173892,0.0003814532,0.0005149239,0.04189816,0.0006459433,0.02566376,0.00009788607,0.0000470264,0.01336165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5592097,"threshold_uncertainty_score":0.9993768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292846841846973,"score_gpt":0.5174314774682032,"score_spread":0.3881467932835059,"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."}}