{"id":"W1494713704","doi":"","title":"Preparing emergency physicians for the future.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Acute medicine; Medical emergency; Medicine; Acute care; Emergency medicine; MEDLINE; Intensive care medicine; Health care; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002087486,0.0002411392,0.0001504908,0.0007421679,0.001547989,0.001549651,0.0005676962,0.001949628,0.05669354],"category_scores_gemma":[0.01865702,0.000326348,0.0002343279,0.0007055293,0.0003259078,0.002866401,0.001420271,0.002457428,0.01330339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008864238,"about_ca_system_score_gemma":0.00635679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005670529,"about_ca_topic_score_gemma":0.0218104,"domain_scores_codex":[0.9990824,0.000419432,0.0001166067,0.00003877793,0.0001904172,0.0001523555],"domain_scores_gemma":[0.9865088,0.002042551,0.001333187,0.0003372551,0.003622803,0.006155283],"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":[0.00005924603,0.00009816271,0.006707725,0.0004806956,0.00000662099,0.0003164274,0.0005468116,0.00001620625,0.00006539595,0.00120728,0.8717845,0.1187109],"study_design_scores_gemma":[0.0001138913,0.0001630443,0.05765533,0.003212932,0.00002554431,0.001145223,0.006260957,0.00002530919,0.0001623458,0.00127424,0.9299416,0.00001971059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01278948,0.1047204,0.0003146906,0.6539448,0.02528434,0.0003007199,0.002369906,0.0001892017,0.2000864],"genre_scores_gemma":[0.23391,0.2385227,0.007579349,0.2185916,0.03035905,0.001348736,0.004279626,0.00016041,0.2652485],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05669354,"threshold_uncertainty_score":0.1896588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049347606386107,"score_gpt":0.2635328194008159,"score_spread":0.2430393433369548,"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."}}