{"id":"W3025265028","doi":"10.1053/j.sart.2012.06.004","title":"What Would You Do? Challenges in Hip Surgery","year":2012,"lang":"en","type":"article","venue":"Seminars in Arthroplasty JSES","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Arthroplasty; Stage (stratigraphy); Hip arthroplasty; Population; Surgery; Complication; Total hip arthroplasty; General surgery; Biology","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":[0.02815766,0.0007121504,0.001257338,0.001503173,0.009425635,0.009651507,0.002701692,0.01453975,0.02025079],"category_scores_gemma":[0.05550012,0.0006176452,0.0008329965,0.001156658,0.01095612,0.01133694,0.009576593,0.02178096,0.006630212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003308464,"about_ca_system_score_gemma":0.0218679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005521934,"about_ca_topic_score_gemma":0.01437249,"domain_scores_codex":[0.9853404,0.007006346,0.0008575337,0.0006619161,0.003662368,0.002471403],"domain_scores_gemma":[0.9462876,0.01209168,0.002235443,0.0007440309,0.006389494,0.03225177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005567925,0.0003129877,0.003323649,0.0006913263,0.00004052912,0.001163401,0.007132738,0.0002359852,0.0002429105,0.01547217,0.7970151,0.1743136],"study_design_scores_gemma":[0.00008775661,0.0002349833,0.006132296,0.00411033,0.00003328099,0.00414778,0.06411073,0.0002711306,0.0001199201,0.08098989,0.8395673,0.0001945501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001037795,0.01083878,0.0004026603,0.9734639,0.008242713,0.000008300894,0.00001765002,0.00002189117,0.005966365],"genre_scores_gemma":[0.0942545,0.09750504,0.00781537,0.7108474,0.05731814,0.0002154974,0.0001327178,0.0002007584,0.03171062],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02815766,"threshold_uncertainty_score":0.1489137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05223849449449484,"score_gpt":0.2909542823539455,"score_spread":0.2387157878594507,"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."}}