{"id":"W4393009000","doi":"10.2196/56005","title":"Training Family Medicine Residents in Dermoscopy Using an e-Learning Course: Pilot Interventional Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Skin lesion; Dermatoscopy; Dermatology; Skin cancer; Family medicine; Medical physics; Melanoma; Cancer; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003671183,0.001061921,0.0007049338,0.0009106632,0.001808599,0.0006622412,0.0007962005,0.001804747,0.004179473],"category_scores_gemma":[0.004272328,0.000634526,0.0008691782,0.0004397073,0.0008925973,0.0009149179,0.0009574718,0.00140979,0.0008572119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001473606,"about_ca_system_score_gemma":0.003289377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475401,"about_ca_topic_score_gemma":0.003208586,"domain_scores_codex":[0.9982733,0.0006618914,0.00007100567,0.0002649289,0.0001808025,0.0005481399],"domain_scores_gemma":[0.9957647,0.0009313987,0.0003854764,0.0002774975,0.0004719225,0.002168969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01560732,0.8287561,0.0909343,0.0005543451,0.000111547,0.001242094,0.006592681,0.0006076955,0.007503444,0.0001030701,0.0009203018,0.04706715],"study_design_scores_gemma":[0.01125662,0.7252123,0.2507684,0.0000831854,0.0001501759,0.0004339595,0.005130871,0.0008211491,0.003150396,0.0001020056,0.002805708,0.00008519586],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979718,0.00002762378,0.0001097927,0.0000497448,0.00001483835,0.001536804,0.00004180739,0.0000087813,0.0002387969],"genre_scores_gemma":[0.9902142,0.0001725879,0.002005715,0.0003822497,0.0001042818,0.005929957,0.0001795979,0.000004986395,0.001006557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004179473,"threshold_uncertainty_score":0.01941532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2415356864053463,"score_gpt":0.5093629474041425,"score_spread":0.2678272609987962,"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."}}