{"id":"W2913090890","doi":"10.1111/tct.13001","title":"Value for money in self‐regulated procedural simulation","year":2019,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canadian Medical Association","keywords":"Arthrocentesis; Medicine; Paracentesis; Workload; Anesthesia; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009638771,0.000512453,0.0004712548,0.0006852791,0.0008956105,0.003986865,0.001265613,0.001698606,0.01466057],"category_scores_gemma":[0.05414205,0.0002951501,0.0005053879,0.0006836662,0.002727427,0.003759383,0.003782758,0.001237241,0.001102914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813822,"about_ca_system_score_gemma":0.002900219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000410425,"about_ca_topic_score_gemma":0.0007079483,"domain_scores_codex":[0.9854184,0.01199804,0.000264335,0.0003310651,0.001384262,0.0006038859],"domain_scores_gemma":[0.9614711,0.03093835,0.001911297,0.001188229,0.001548541,0.002942326],"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":[0.003231364,0.002640599,0.03164401,0.00151767,0.0002131596,0.0005364037,0.002931334,0.04251552,0.002312132,0.2590817,0.01864778,0.6347283],"study_design_scores_gemma":[0.001212275,0.01019322,0.05332332,0.00381835,0.0004018196,0.001526773,0.01141879,0.1168967,0.007267819,0.646827,0.1466891,0.0004248288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6410716,0.005260873,0.1059709,0.03423914,0.000853948,0.001448884,0.0002656315,0.0003216001,0.2105675],"genre_scores_gemma":[0.9820604,0.0005177264,0.01379537,0.0005782152,0.00008766127,0.0003532562,0.00004168064,0.00003218073,0.002533429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01466057,"threshold_uncertainty_score":0.05097532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099690561924259,"score_gpt":0.4779658499699755,"score_spread":0.3679967937775497,"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."}}