{"id":"W2405493031","doi":"10.1016/j.surg.2016.03.028","title":"The value proposition of simulation","year":2016,"lang":"en","type":"article","venue":"Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Value proposition; Value (mathematics); Proposition; Machine learning; Epistemology","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":[0.01033308,0.0006405068,0.0007543619,0.001592483,0.003224666,0.009538893,0.001646148,0.006201139,0.01269272],"category_scores_gemma":[0.02685302,0.0005214658,0.0006188083,0.001204261,0.03411523,0.01307819,0.004302813,0.006275398,0.001400772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005829072,"about_ca_system_score_gemma":0.006019255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581923,"about_ca_topic_score_gemma":0.001891163,"domain_scores_codex":[0.9887299,0.007457529,0.000207125,0.0007796751,0.002158247,0.000667601],"domain_scores_gemma":[0.9767403,0.01673793,0.0008843652,0.00244926,0.002041443,0.001146652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001483092,0.00001057222,0.0001356309,0.00002526361,0.000005699877,0.00001734808,0.0001785321,0.0003512755,0.00001500984,0.9941025,0.002261954,0.002881482],"study_design_scores_gemma":[0.00001291484,0.000008847986,0.00009524164,0.00007522912,0.000005046511,0.00002927572,0.0001659492,0.0006291784,0.00004347318,0.9831314,0.01579752,0.000005960385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01916862,0.0102573,0.05510677,0.1705109,0.001823799,0.00008423292,0.000183671,0.00008357192,0.7427812],"genre_scores_gemma":[0.954734,0.00355831,0.00900965,0.007743574,0.002067482,0.0001714806,0.00007365695,0.00007325191,0.0225686],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01269272,"threshold_uncertainty_score":0.05464721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03878867213141639,"score_gpt":0.3104274176604127,"score_spread":0.2716387455289963,"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."}}