{"id":"W1785154716","doi":"10.1002/acr.22564","title":"Three‐Dimensional Biomechanical Gait Characteristics at Baseline Are Associated With Progression to Total Knee Arthroplasty","year":2015,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Killam Trusts; Nova Scotia Health Research Foundation","keywords":"Medicine; Gait; Osteoarthritis; Gait analysis; Sagittal plane; Physical medicine and rehabilitation; Arthroplasty; Ankle; Physical therapy; Surgery; Anatomy","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001515229,0.0003996324,0.000756467,0.0004495284,0.0004958045,0.00009549379,0.0001251866,0.0002832301,0.0004660234],"category_scores_gemma":[0.002937834,0.0003227345,0.0001419282,0.001063137,0.0004156279,0.0001781848,0.0007189338,0.0009755927,0.001390942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007968184,"about_ca_system_score_gemma":0.0006568933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007816037,"about_ca_topic_score_gemma":0.003012406,"domain_scores_codex":[0.9939123,0.0003778404,0.0005563222,0.0009106525,0.002973835,0.001269083],"domain_scores_gemma":[0.9946758,0.0005081127,0.0001323906,0.0007337266,0.002393954,0.001556063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006953257,0.001844654,0.6179433,0.000205363,0.0003762835,0.009126098,0.002913233,0.0000357332,0.00972412,0.0002049064,0.05292568,0.2977474],"study_design_scores_gemma":[0.03265634,0.02313433,0.8758129,0.007968666,0.0001334858,0.003074145,0.005430894,0.002131027,0.007294664,0.0001096285,0.04029507,0.001958883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927934,0.00125862,0.0001442023,0.002910925,0.0004361607,0.001569759,0.0003324079,0.0002542903,0.0003002635],"genre_scores_gemma":[0.9957696,0.00002175076,0.001660865,0.0003472224,0.0003955975,0.0001809883,0.0005160258,0.0001159863,0.000991924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957885,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04485553386569559,"score_gpt":0.3363553957120584,"score_spread":0.2914998618463628,"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."}}