{"id":"W4297785721","doi":"10.1080/07357907.2022.2122488","title":"Routine Skin Cancer Screening: Balance between Overdiagnosis and Prevention","year":2022,"lang":"en","type":"article","venue":"Cancer Investigation","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Overdiagnosis; Declaration; Medicine; Balance (ability); Cancer; Dermatology; Internal medicine; Computer science; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005251891,0.0003929565,0.0009484609,0.001480228,0.000785283,0.002564831,0.0006655913,0.0016632,0.01162754],"category_scores_gemma":[0.01967732,0.0002599437,0.0004624695,0.0006731998,0.0006245557,0.001877094,0.001502914,0.001794336,0.00187831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261978,"about_ca_system_score_gemma":0.001915074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002496745,"about_ca_topic_score_gemma":0.006227973,"domain_scores_codex":[0.9965343,0.001342886,0.0002324186,0.0003237472,0.001200434,0.0003662073],"domain_scores_gemma":[0.9889833,0.006045593,0.001296967,0.0003840248,0.001431416,0.001858726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001177802,0.0009114265,0.08295283,0.001751875,0.0003158281,0.0002014194,0.0003861533,0.0004203263,0.002359363,0.004441138,0.04308443,0.8619974],"study_design_scores_gemma":[0.0007243968,0.004177981,0.7532899,0.01247699,0.001273212,0.005093981,0.004302772,0.004851634,0.003228779,0.02754295,0.1828283,0.0002090192],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2992755,0.1462623,0.01509846,0.4065771,0.004048025,0.0004707121,0.0005715605,0.0008092425,0.1268872],"genre_scores_gemma":[0.8826448,0.04369332,0.01188827,0.04693124,0.005720093,0.0001933876,0.0002479097,0.0001988884,0.008482173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01162754,"threshold_uncertainty_score":0.03889793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04334994949258634,"score_gpt":0.3067660097177656,"score_spread":0.2634160602251792,"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."}}