{"id":"W2126839608","doi":"10.3109/10903127.2013.836265","title":"Development of an EMS Curriculum","year":2013,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Innovations in Medical Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Subspecialty; Curriculum; Medicine; Specialty; Medical education; Certification; Blueprint; Core Knowledge; Experiential learning; Family medicine; Computer science; Psychology; Knowledge management; Pedagogy; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007223117,0.0001030566,0.0001442962,0.00008891795,0.00006152042,0.000003798859,0.0001090807,0.00007158455,0.003264156],"category_scores_gemma":[0.0001474321,0.00008960847,0.00004334026,0.0003353149,0.00003265769,0.0001659806,0.0000334827,0.0001238571,0.0001677938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007831552,"about_ca_system_score_gemma":0.0001457433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006887716,"about_ca_topic_score_gemma":0.000005560888,"domain_scores_codex":[0.9988714,0.000009626772,0.0004372886,0.0001829649,0.0003281206,0.0001706371],"domain_scores_gemma":[0.9988483,0.00000160489,0.00008795061,0.0002744098,0.0007092318,0.00007854919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000007097518,0.001068695,0.1680647,0.0007896114,0.00009001879,0.000002161222,0.03800676,0.000003630043,0.006569611,0.000946647,0.01977573,0.7646753],"study_design_scores_gemma":[0.0007715306,0.0005197373,0.9050412,0.0001883854,0.00007230844,0.000008868156,0.05431132,0.0006121009,0.01368207,0.0003744953,0.02396478,0.0004532274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912428,0.0003205822,0.0001467937,0.0001965217,0.001064732,0.000465725,0.000001377432,0.00004993895,0.0065115],"genre_scores_gemma":[0.9612392,0.00001048141,0.03798003,0.00005480466,0.0001462098,0.0001471683,0.0001627607,0.00001591849,0.000243385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7642221,"threshold_uncertainty_score":0.997647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008616101847630305,"score_gpt":0.299787619935597,"score_spread":0.2911715180879668,"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."}}