{"id":"W4404841600","doi":"10.32920/27931887","title":"Prompting Paramedics: The Effect of Simulation on Paramedics’ Identification of Learning Objectives","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; William Osler Health System; Western University","funders":"","keywords":"Identification (biology); Psychology; Medical emergency; Computer science; Medicine; Medical education","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":[0.01425157,0.0003982262,0.0003104767,0.0006097784,0.001040675,0.001950785,0.0009227875,0.0009741658,0.004401348],"category_scores_gemma":[0.1145647,0.0003399808,0.0005360326,0.0002602802,0.001112873,0.001689649,0.003153071,0.001531531,0.0004074137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001631053,"about_ca_system_score_gemma":0.002722587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008365326,"about_ca_topic_score_gemma":0.00131563,"domain_scores_codex":[0.9849483,0.01188208,0.0007216071,0.0006264537,0.001056546,0.0007649945],"domain_scores_gemma":[0.8317679,0.1490279,0.008409466,0.00202003,0.004411958,0.004362715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004769116,0.01088685,0.2301937,0.004731351,0.000219665,0.001229139,0.3740234,0.005326911,0.01484841,0.001438876,0.003987504,0.3483451],"study_design_scores_gemma":[0.0008271207,0.02765687,0.5578119,0.00357634,0.0003931673,0.0008953719,0.3597448,0.009411912,0.01572919,0.002474522,0.02116457,0.0003142736],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952004,0.00007696342,0.001075438,0.0004718434,0.00003378501,0.0002702932,0.00002925741,0.00005478037,0.002787181],"genre_scores_gemma":[0.996095,0.000129032,0.002726948,0.0001559631,0.00001060023,0.0003536,0.00002825047,0.000009029566,0.0004915554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01425157,"threshold_uncertainty_score":0.07537043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03020704503796775,"score_gpt":0.4087547750675318,"score_spread":0.378547730029564,"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."}}