{"id":"W1993240684","doi":"10.2310/7750.2010.09025","title":"The Amazing Vanishing Canadian Dermatologist: Results from the 2006 Canadian Dermatology Association Member Survey","year":2010,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Guangdong Academy of Sciences","keywords":"Medicine; Specialty; Family medicine; Dermatology; Workforce; Private practice; Workload; Demographics; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00111933,0.0002935416,0.0003387863,0.002182391,0.001417581,0.0009196316,0.001152056,0.0005085456,0.003553411],"category_scores_gemma":[0.005331156,0.0002761763,0.0003856941,0.006891429,0.0002717154,0.0004101399,0.0007133799,0.0005766013,0.0007799036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01427424,"about_ca_system_score_gemma":0.0221636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9866083,"about_ca_topic_score_gemma":0.9916593,"domain_scores_codex":[0.9975829,0.0001048055,0.00009789429,0.0001864327,0.001660598,0.0003673077],"domain_scores_gemma":[0.994969,0.0001535513,0.0006999001,0.00008335607,0.002918478,0.001175716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027313,0.00006319248,0.9281292,0.0002497069,0.00005304533,0.0001025712,0.0009792526,0.0001457643,0.0001322123,0.00009410983,0.0526158,0.0173323],"study_design_scores_gemma":[0.000007959283,0.00001182007,0.9933326,0.00004321755,0.00001417807,0.00004014834,0.0005026806,0.0001246425,0.00002731883,0.000006663314,0.005878978,0.000009826528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.833387,0.00462279,0.000227848,0.006062405,0.0001106918,0.0003345884,0.1320164,0.0001001665,0.02313825],"genre_scores_gemma":[0.9577234,0.003661533,0.0006480298,0.001160005,0.0000541541,0.0001237565,0.03169248,0.00002761907,0.004909199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01427424,"threshold_uncertainty_score":0.1035674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261321827340276,"score_gpt":0.2541397747938027,"score_spread":0.2280075920597751,"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."}}