{"id":"W2613630823","doi":"10.1177/1203475417709194","title":"Maintenance of Certification: What’s to Know","year":2017,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maintenance of Certification; Medicine; Certification; Licensure; Medical education; Section (typography); Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000651317,0.0001271769,0.001021569,0.0002943981,0.000148724,0.000009156277,0.0001176318,0.00007036289,0.00004916063],"category_scores_gemma":[0.002242188,0.00008239404,0.0001200557,0.00006573818,0.0005113852,0.0001438316,0.00003013398,0.0002065579,0.000005360549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000304207,"about_ca_system_score_gemma":0.0001712155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009871305,"about_ca_topic_score_gemma":0.000003191788,"domain_scores_codex":[0.9984702,0.00003345828,0.000815216,0.0001276291,0.0003733822,0.00018004],"domain_scores_gemma":[0.9973936,0.0005061491,0.0008257258,0.0004062689,0.0005689021,0.0002993724],"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":[0.0007321783,0.00007782218,0.02206182,0.0002748309,0.0001683072,0.003686435,0.001184618,4.288427e-7,0.002004069,0.00007612282,0.9310688,0.03866453],"study_design_scores_gemma":[0.001385172,0.001220776,0.01709027,0.005711261,0.0004690371,0.02963442,0.004676849,0.00001405974,0.0007092663,0.0001686955,0.9387458,0.0001744151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6896498,0.04169453,0.000311878,0.2404747,0.004325622,0.0002769312,0.000001387416,0.00001485302,0.02325033],"genre_scores_gemma":[0.959263,0.02189575,0.0002724654,0.01538007,0.00096795,0.000002027159,0.000001170422,0.00001630421,0.002201303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2696132,"threshold_uncertainty_score":0.3359931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973913159485194,"score_gpt":0.309443255921567,"score_spread":0.2597041243267151,"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."}}