{"id":"W4410131965","doi":"10.1080/10872981.2025.2497333","title":"Peer-assisted learning in critical care: a simulation-based approach for postgraduate medical training","year":2025,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Training (meteorology); Medical simulation; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001455563,0.0002605529,0.0005249088,0.000711796,0.000227044,0.00003380637,0.0002274485,0.0005488956,0.0008822678],"category_scores_gemma":[0.07007833,0.0002588301,0.0001548476,0.00117482,0.0002339538,0.00007521695,0.00002637621,0.001040378,0.000006450228],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006512959,"about_ca_system_score_gemma":0.02741927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002375371,"about_ca_topic_score_gemma":0.00006644338,"domain_scores_codex":[0.9957611,0.0002861843,0.001077193,0.0006402782,0.001729205,0.000506053],"domain_scores_gemma":[0.9909854,0.004999958,0.0001305065,0.0004007879,0.002596307,0.0008870459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009672938,0.01204234,0.346857,0.005151083,0.00008384914,0.00001702509,0.01099999,0.0387377,0.00001691826,0.005188859,0.003285987,0.576652],"study_design_scores_gemma":[0.003892283,0.0002169372,0.08531785,0.001193099,0.0000978752,0.00001027871,0.01347987,0.8847815,0.00001387956,0.0002193471,0.01051799,0.0002590363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2642559,0.001856925,0.1632567,0.5613578,0.003528143,0.002959879,0.00005396422,0.0005437495,0.002186966],"genre_scores_gemma":[0.9585003,0.000005683754,0.01908503,0.01575526,0.0008359647,0.0004602411,0.004337991,0.00004349623,0.0009760547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8460439,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09726595895050995,"score_gpt":0.4941412311467059,"score_spread":0.3968752721961959,"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."}}