{"id":"W1687644188","doi":"10.2106/jbjs.n.01140","title":"A Validated Orthopaedic Surgical Simulation Model for Training and Evaluation of Basic Arthroscopic Skills","year":2015,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Jewish General Hospital; St Mary's Hospital Centre; Montreal General Hospital","funders":"","keywords":"Knot tying; Surgical simulation; Physical therapy; Medicine; Orthopedic surgery; Surgery","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":[0.004689822,0.001034123,0.0005457856,0.001128317,0.0002891071,0.0005566162,0.001088457,0.0006580261,0.003880366],"category_scores_gemma":[0.009649137,0.0003936615,0.0009127594,0.0006101764,0.0004381778,0.0004375358,0.0009886271,0.0004921415,0.001139949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007789332,"about_ca_system_score_gemma":0.002486258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075151,"about_ca_topic_score_gemma":0.002826809,"domain_scores_codex":[0.9976276,0.001241201,0.0002388915,0.0001855761,0.0006009109,0.0001058634],"domain_scores_gemma":[0.9939798,0.00282855,0.0007920552,0.0006940583,0.001356496,0.0003491565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01414382,0.01670377,0.2311738,0.002556428,0.0006765302,0.0005565984,0.001816788,0.298403,0.1257434,0.00322169,0.007935284,0.297069],"study_design_scores_gemma":[0.002794262,0.03795893,0.2035131,0.000935488,0.0008989742,0.001776016,0.0006073443,0.6860799,0.03980151,0.002338749,0.02289683,0.0003988717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7216107,0.000582376,0.2635878,0.0002413194,0.0001863265,0.005570873,0.002437884,0.001114781,0.004667919],"genre_scores_gemma":[0.8052538,0.0005544,0.1818766,0.00009365805,0.00003678137,0.006890636,0.003606751,0.0001031604,0.001584183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004689822,"threshold_uncertainty_score":0.02480245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2093472474912196,"score_gpt":0.37366505869789,"score_spread":0.1643178112066705,"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."}}