{"id":"W2332763508","doi":"10.1097/bco.0000000000000209","title":"Shape-matching","year":2015,"lang":"en","type":"article","venue":"Current Orthopaedic Practice","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital; Hamilton Health Sciences; McMaster University","funders":"","keywords":"Coronal plane; Sagittal plane; Medicine; Radiography; Orthodontics; Total knee arthroplasty; Limiting; Implant; Surgery; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008105909,0.0002023155,0.0002913213,0.0001249723,0.00007666492,0.00004425034,0.0001008693,0.0000645379,0.0002020868],"category_scores_gemma":[0.00490737,0.0001749078,0.0001397576,0.0002956306,0.0000807077,0.0007988418,0.0001306392,0.0005731682,0.001967025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165909,"about_ca_system_score_gemma":0.0004034201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001714124,"about_ca_topic_score_gemma":0.000003234456,"domain_scores_codex":[0.9980817,0.0001212215,0.0003440235,0.0003357093,0.0007558673,0.0003614594],"domain_scores_gemma":[0.9981462,0.0003857214,0.0001875402,0.000413358,0.0002766464,0.0005904705],"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":[0.001481937,0.0021414,0.1116041,0.0003876243,0.0003079203,0.0009513356,0.004429528,0.00003581899,0.0003301107,0.005383643,0.08835817,0.7845884],"study_design_scores_gemma":[0.003147523,0.0002676829,0.00897708,0.0001563347,0.0002796494,0.001435247,0.001143364,0.0004371727,0.00003052015,0.0002017312,0.9836893,0.0002343575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7762836,0.02356974,0.006274407,0.03456334,0.010654,0.001480565,0.00002054057,0.001363446,0.1457904],"genre_scores_gemma":[0.9908139,0.0002751636,0.004468943,0.001994614,0.001009308,0.00002537889,0.00003608352,0.00005371013,0.001322865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8953311,"threshold_uncertainty_score":0.9988101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06187952994030729,"score_gpt":0.3592757835707225,"score_spread":0.2973962536304152,"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."}}