{"id":"W3215661717","doi":"10.36834/cmej.73112","title":"Dermatology education in skin of colour: where we are and where do we go?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Dermatology; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002495444,0.0001304943,0.0004558728,0.0004345949,0.0001193543,0.000009808145,0.00009425938,0.0002898462,0.004432973],"category_scores_gemma":[0.002663007,0.000122242,0.00005332919,0.0002847498,0.00028957,0.00006155506,0.00001672272,0.0007465503,0.00002348716],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003573662,"about_ca_system_score_gemma":0.07471415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009699466,"about_ca_topic_score_gemma":0.05501303,"domain_scores_codex":[0.9984612,0.0001707274,0.000534874,0.0002019447,0.000333591,0.0002975868],"domain_scores_gemma":[0.9959848,0.00008970728,0.0001919506,0.0001862566,0.0004688576,0.003078409],"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":[0.00001524418,0.0002008053,0.04346475,0.0003918009,0.00004085854,0.000573142,0.001551056,6.883621e-8,0.000009203267,0.0004253461,0.8591166,0.0942112],"study_design_scores_gemma":[0.0009865123,0.00003964729,0.01742701,0.002245707,0.00006331426,0.01578972,0.02249347,0.00001214437,0.00001889687,0.0003011624,0.9405172,0.0001052137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1532476,0.323334,0.00001028185,0.5068451,0.002319184,0.0001695583,0.000003312895,0.000006872745,0.01406412],"genre_scores_gemma":[0.6296045,0.185454,0.001860286,0.1684819,0.002473116,0.00008051236,0.00003925907,0.00007684188,0.01192963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4763568,"threshold_uncertainty_score":0.9964771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008349077450836873,"score_gpt":0.2846664529404483,"score_spread":0.2763173754896115,"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."}}