{"id":"W1133951958","doi":"10.1016/j.jor.2015.05.014","title":"The trends and challenges in orthopaedic simulation","year":2015,"lang":"en","type":"review","venue":"Journal of Orthopaedics","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Task (project management); Orthopedic surgery; Medical physics; Engineering ethics; Surgery; Systems engineering; Engineering","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":[0.002483207,0.0002348216,0.001324748,0.0005132062,0.00005511978,0.00003006131,0.0000963527,0.0002677584,0.00002384994],"category_scores_gemma":[0.0007278767,0.0001260728,0.0004871577,0.0004562082,0.00008349731,0.00008471512,0.00003534607,0.0008541946,0.000003408732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103577,"about_ca_system_score_gemma":0.0003889685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.221554e-7,"about_ca_topic_score_gemma":0.000006889808,"domain_scores_codex":[0.9976393,0.0002189492,0.001164053,0.0001516099,0.0006239087,0.0002021523],"domain_scores_gemma":[0.9973385,0.00109528,0.0008630385,0.0001713802,0.0002554691,0.0002763416],"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":[0.00005931343,0.000036143,0.0002104334,0.001153408,0.00009370957,0.0002282109,0.00008513368,0.00005824013,9.873071e-10,0.00009006279,0.00002622936,0.9979591],"study_design_scores_gemma":[0.001803973,0.0002328066,0.000499876,0.005152735,0.0005665115,0.0005725462,0.00008064272,0.0003834992,1.768364e-9,0.00004907353,0.99055,0.0001083688],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000380595,0.9958273,0.000007843298,0.000553171,0.0003597464,0.0001321461,0.000001810786,0.000009374987,0.003070577],"genre_scores_gemma":[0.001242807,0.9977748,0.00005761555,0.00003034076,0.0006846995,0.000002560748,0.000007029655,0.00003146757,0.0001686223],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9978507,"threshold_uncertainty_score":0.5141101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2473972295253468,"score_gpt":0.4158415636288544,"score_spread":0.1684443341035076,"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."}}