{"id":"W2129510058","doi":"10.2106/jbjs.l.01266","title":"Development of a Cast Application Simulator and Evaluation of Objective Measures of Performance","year":2014,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Computer science; Simulation","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":[0.003196197,0.00004982889,0.0004485283,0.0001936883,0.00001929157,0.000001685832,0.000004755506,0.00003268249,0.0000111159],"category_scores_gemma":[0.0003966937,0.00003737877,0.00006613792,0.00008667324,0.00003940463,0.00005771712,0.000006955896,0.00005706337,1.327128e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001630167,"about_ca_system_score_gemma":0.0001340369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002402044,"about_ca_topic_score_gemma":0.000001154781,"domain_scores_codex":[0.9986905,0.00004932172,0.000746897,0.00005259682,0.0004107277,0.000049898],"domain_scores_gemma":[0.9983683,0.0002331381,0.0006987831,0.00004698509,0.000599508,0.00005328014],"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":[0.0007203071,0.0001852781,0.2041764,0.0004618218,0.0001619391,0.000001123902,0.002126763,0.00100295,0.02606308,0.00006795784,0.000008232008,0.7650241],"study_design_scores_gemma":[0.001982205,0.000123719,0.9514658,0.0005625141,0.0001408686,0.00004222814,0.0003091969,0.01893465,0.02560182,0.00005994094,0.000722628,0.00005439143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982007,0.0003304686,0.001050669,0.00003234798,0.00002741631,0.00007673242,3.843185e-7,0.000001359538,0.0002799346],"genre_scores_gemma":[0.9993516,0.00005196146,0.0005443107,0.00001390702,0.00003007241,9.747409e-7,9.900551e-7,0.000003582979,0.000002609099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7649697,"threshold_uncertainty_score":0.1524262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09284868428427799,"score_gpt":0.3052490656893979,"score_spread":0.2124003814051199,"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."}}