{"id":"W2943812838","doi":"10.1017/cem.2019.308","title":"P117: Procedural skills training in emergency medicine physicians within the Edmonton zone: a needs assessment","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Curriculum; Stakeholder; Needs assessment; Intubation; Medical education; Nursing; Family medicine; Surgery; 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":[0.006570966,0.0004239997,0.0004379546,0.00277,0.003444332,0.001667215,0.001482259,0.002669763,0.007453846],"category_scores_gemma":[0.022419,0.0005907129,0.001213707,0.002586278,0.0007415999,0.003077411,0.002973523,0.002299498,0.0009008985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006297184,"about_ca_system_score_gemma":0.0272732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05075317,"about_ca_topic_score_gemma":0.1171826,"domain_scores_codex":[0.9965089,0.0006291528,0.0005389238,0.0001454035,0.00142938,0.0007481553],"domain_scores_gemma":[0.9730452,0.006238193,0.00296265,0.0003007893,0.01248933,0.004963921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005056312,0.006161221,0.7371602,0.003705242,0.0001186159,0.001551428,0.04557838,0.0006382726,0.001519527,0.001039513,0.02752549,0.1744965],"study_design_scores_gemma":[0.00009517783,0.001624513,0.9178366,0.001673377,0.00005462534,0.0004041345,0.06855348,0.0004786865,0.0005265248,0.0002254386,0.008473276,0.0000541695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684163,0.000504558,0.0004582362,0.01719327,0.00030817,0.002771491,0.002104989,0.00003051735,0.008212542],"genre_scores_gemma":[0.9765157,0.001140345,0.004819637,0.004661737,0.0002497982,0.00674548,0.001732385,0.00001730798,0.00411756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9492468,"threshold_uncertainty_score":0.1009155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08225732582466236,"score_gpt":0.4443173773345458,"score_spread":0.3620600515098835,"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."}}