{"id":"W3022121113","doi":"10.1017/cem.2020.18","title":"An environmental scan of emergency medicine research support, training, and infrastructure across Canada","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Schwartz/Reisman Emergency Medicine Institute; Ottawa Hospital; University of Manitoba; University of Toronto; St. Michael's Hospital; Canadian Association of Emergency Physicians; Université Laval","funders":"","keywords":"Mentorship; Financial compensation; Medicine; Descriptive statistics; Family medicine; Medical education; Compensation (psychology); Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002328143,0.0002372952,0.0003648321,0.006833139,0.005810275,0.003933451,0.001418467,0.0007520284,0.004496286],"category_scores_gemma":[0.01042289,0.0004445821,0.0004450421,0.01554269,0.001481855,0.001110513,0.002804253,0.001345183,0.0001965594],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07216267,"about_ca_system_score_gemma":0.2077996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953586,"about_ca_topic_score_gemma":0.9980291,"domain_scores_codex":[0.9938353,0.0004666106,0.0003646779,0.0004150176,0.002954032,0.001964418],"domain_scores_gemma":[0.9702966,0.002165238,0.002705658,0.0004530345,0.01953061,0.004848827],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001713541,0.0001003863,0.8577104,0.00076623,0.0002764506,0.0008246851,0.006786285,0.000870341,0.0007123047,0.01103631,0.06671046,0.05403492],"study_design_scores_gemma":[0.000006959884,0.00001750254,0.9429427,0.000391726,0.00005645262,0.0001455032,0.009699072,0.0003172298,0.0001437589,0.0003432661,0.04590009,0.0000357448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7428076,0.0142703,0.001340871,0.08714755,0.0005008476,0.0003408382,0.05735021,0.0001928788,0.09604891],"genre_scores_gemma":[0.9790857,0.004362476,0.001347282,0.005336473,0.00007412682,0.00007642197,0.003977105,0.0000424522,0.005697937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9976718,"threshold_uncertainty_score":0.5235792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3162004591187566,"score_gpt":0.4849047742628655,"score_spread":0.1687043151441089,"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."}}