{"id":"W7074746868","doi":"","title":"Emergency medicine resident crisis resource management ability: a simulation-based longitudinal study.","year":2014,"lang":"en","type":"article","venue":"","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crisis management; Tracking (education); Longitudinal study; Resource (disambiguation); Longitudinal data; Emergency management; Baseline (sea); Scale (ratio)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003718828,0.0001622743,0.0001869638,0.00010011,0.00006417303,0.000008887621,0.000151241,0.00003400189,0.001509507],"category_scores_gemma":[0.00003466537,0.0001356415,0.00005008798,0.0001871842,0.00001965274,0.00004150677,0.0000427764,0.00009132768,0.00003302217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006361457,"about_ca_system_score_gemma":0.000002667201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005323725,"about_ca_topic_score_gemma":0.0001171523,"domain_scores_codex":[0.998823,0.00002978246,0.0003852491,0.0002383826,0.0003072573,0.0002163615],"domain_scores_gemma":[0.9992721,0.0001068876,0.00002595787,0.0004640942,0.00003898566,0.00009198744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002956402,0.0001508779,0.01710705,0.0002345265,0.0001305236,0.000008529936,0.001067961,0.965411,0.00006540624,0.0005657527,0.01428328,0.0009455078],"study_design_scores_gemma":[0.001077711,0.0002776262,0.0494467,0.00002771291,0.0001302517,3.323186e-7,0.002077109,0.9092644,0.000033638,0.001061522,0.0362633,0.0003396274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6244072,0.0001970768,0.2579954,0.0006706073,0.0007314344,0.001109478,0.000004396118,0.001087736,0.1137966],"genre_scores_gemma":[0.9987621,0.000008025016,0.0003323711,0.00003772332,0.00008952786,0.0000273766,0.000005597446,0.00002336523,0.0007139045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743548,"threshold_uncertainty_score":0.9994032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02408457165720251,"score_gpt":0.2737888600291118,"score_spread":0.2497042883719093,"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."}}