{"id":"W2077882288","doi":"10.3138/physio.62.3.206","title":"Educational Needs of Patients Undergoing Total Joint Arthroplasty","year":2010,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Diabetes Canada; University of Toronto; University Health Network; Mount Sinai Hospital","funders":"Government of Ontario","keywords":"Joint arthroplasty; Joint (building); Total hip arthroplasty; Medicine; Computer science; Arthroplasty; Physical therapy; Total knee arthroplasty; Physical medicine and rehabilitation; Surgery; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001047516,0.0001287495,0.0002720872,0.0004388838,0.00124726,0.0006635149,0.0002701982,0.000632396,0.002164416],"category_scores_gemma":[0.007143485,0.0001276811,0.0001769659,0.0004538086,0.0004225854,0.000523914,0.0008428588,0.0005499274,0.000141922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009239,"about_ca_system_score_gemma":0.002983318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01948899,"about_ca_topic_score_gemma":0.03757606,"domain_scores_codex":[0.9990274,0.0003639814,0.0001051986,0.00003812882,0.000197419,0.0002679337],"domain_scores_gemma":[0.9962799,0.001269242,0.0006967781,0.00003380509,0.0005350137,0.001185263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002564591,0.0005452699,0.5769532,0.001113289,0.00003895641,0.003150787,0.3563541,0.0001507338,0.0014719,0.0003768749,0.003914266,0.05567424],"study_design_scores_gemma":[0.00003078881,0.0007988856,0.4220099,0.0004080852,0.00002736675,0.00349779,0.5636852,0.0002365764,0.0002739006,0.0002258634,0.008759729,0.00004593684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973359,0.0003115609,0.00004345899,0.001084435,0.00001124419,0.00002944106,0.0000591487,0.000002857961,0.001121989],"genre_scores_gemma":[0.9987742,0.0003721098,0.0001617094,0.00031529,0.000007956412,0.00003124114,0.00003701026,9.456048e-7,0.0002994332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01948899,"threshold_uncertainty_score":0.03875113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005537809595372183,"score_gpt":0.2355451743398267,"score_spread":0.2300073647444545,"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."}}