{"id":"W2038602402","doi":"10.2310/7750.2008.07071","title":"Canaries in the Mineshaft: The Dermatology Workforce Shortage in Eastern Ontario","year":2008,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Workforce; Economic shortage; Mentorship; Workload; Family medicine; Dermatology; Medical education; Economic growth; Management","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":[0.0004190601,0.0001015138,0.00009132376,0.0004603467,0.003056437,0.0008406899,0.0004721986,0.0003982733,0.004625106],"category_scores_gemma":[0.001137227,0.0001418285,0.00008581216,0.0009992255,0.0007065554,0.0004860705,0.0008088995,0.0002906512,0.000214003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01319181,"about_ca_system_score_gemma":0.02531262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.925406,"about_ca_topic_score_gemma":0.9796988,"domain_scores_codex":[0.9995794,0.00003433289,0.00001531174,0.00003129496,0.0001322201,0.0002075267],"domain_scores_gemma":[0.9986014,0.00009009745,0.0003017563,0.00002130062,0.0002512397,0.0007341683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000181622,0.000122166,0.8644038,0.0003655708,0.00001724368,0.002263153,0.02218619,0.0002827262,0.001668974,0.001035152,0.03294992,0.07452346],"study_design_scores_gemma":[0.00001390449,0.00005659825,0.9497138,0.0001344324,0.000009509864,0.0003586216,0.02433586,0.0002816529,0.0001342579,0.0001379847,0.02481349,0.000009955185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974555,0.001876547,0.000144855,0.01067169,0.00005997488,0.00003655375,0.0003887097,0.00001395447,0.01225276],"genre_scores_gemma":[0.9896829,0.001153713,0.0001383813,0.001323139,0.0000284314,0.00001385285,0.0001635693,0.000005345589,0.007490642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07459402,"threshold_uncertainty_score":0.1500666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546600484585531,"score_gpt":0.2646470883549381,"score_spread":0.2191810835090828,"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."}}