{"id":"W4399161890","doi":"10.1111/tct.13786","title":"What is the impact of simulation‐based training for paediatric procedures on patient outcomes, cost and latent safety threats?","year":2024,"lang":"en","type":"review","venue":"The Clinical Teacher","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Training (meteorology); Simulation training; Medicine; Psychology; Computer science; Simulation; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.002072517,0.0004276798,0.001595205,0.0001433414,0.0001468259,0.00005676,0.0001975845,0.0004245856,0.0001492748],"category_scores_gemma":[0.002299568,0.0001788409,0.001453153,0.0003731961,0.000182508,0.00004673838,0.00004310896,0.0009812164,0.00002705892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003086921,"about_ca_system_score_gemma":0.00199402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002038564,"about_ca_topic_score_gemma":0.000001719167,"domain_scores_codex":[0.9965003,0.0005224508,0.001792154,0.0005112014,0.000378153,0.0002957087],"domain_scores_gemma":[0.9792314,0.01872656,0.0007467743,0.0008430832,0.0002586238,0.0001935708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002173803,0.0002833587,0.008850963,0.005985573,0.0006175466,7.390806e-7,0.00214186,0.002055438,2.352782e-9,0.00002855424,0.002367246,0.9774513],"study_design_scores_gemma":[0.007600388,0.006890757,0.07390518,0.07941668,0.02516076,0.00002102824,0.003752576,0.058725,3.049154e-7,0.002800197,0.7398526,0.001874532],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001438591,0.9819934,0.000035278,0.008340149,0.0009089313,0.007010349,0.0001705328,0.00006538077,0.0000373914],"genre_scores_gemma":[0.1055844,0.890009,0.0000721839,0.001882741,0.0008440781,0.0005538652,0.0002681306,0.0001232508,0.0006624222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9755768,"threshold_uncertainty_score":0.729292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3776140258535189,"score_gpt":0.5649159093667605,"score_spread":0.1873018835132416,"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."}}