{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001592606,0.00009846764,0.0001571461,0.00009480945,0.000204078,0.00001913875,0.00004123378,0.00002950117,0.0007046226],"category_scores_gemma":[0.00002254247,0.0001068836,0.00004041408,0.0002552255,0.00004679791,0.00006930174,0.00007643661,0.0001548506,0.000002857788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002469959,"about_ca_system_score_gemma":0.0000711941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006265301,"about_ca_topic_score_gemma":0.00006337998,"domain_scores_codex":[0.9991132,0.00005697335,0.0001779549,0.000253737,0.0002604187,0.0001376898],"domain_scores_gemma":[0.9995828,0.00002372491,0.0001141663,0.0001293442,0.00003695605,0.0001129625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001111755,0.00003335561,0.817339,0.0001607028,0.0001895578,0.00001332523,0.0007126505,0.0009286451,0.003478243,0.0002705358,0.01961753,0.1571453],"study_design_scores_gemma":[0.002077916,0.0003941804,0.8389441,0.0001837393,0.0003902271,0.0000342242,0.0003802664,0.003009252,0.009749507,0.0008395761,0.143718,0.0002789185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909536,0.0009260049,0.000546227,0.006158709,0.000299192,0.0005228769,0.00003641286,0.00009068518,0.0004662666],"genre_scores_gemma":[0.9933984,0.0002090721,0.0004380526,0.001464555,0.0003781275,0.000584394,0.00007780563,0.00001839099,0.003431203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1568663,"threshold_uncertainty_score":0.7715123,"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."}}