{"id":"W2019632615","doi":"10.1097/mlr.0000000000000087","title":"Patient Factors in Referral Choice for Total Joint Replacement Surgery","year":2014,"lang":"en","type":"article","venue":"Medical Care","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Concordia Hospital; Dalhousie University; University of Manitoba; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Referral; Orthopedic surgery; Knee replacement; Confidence interval; Odds ratio; Logistic regression; Physical therapy; General surgery; Joint replacement; Surgery; Arthroplasty; Family medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002825318,0.0001637454,0.0004636553,0.0001198571,0.0000425795,0.000007842156,0.00004173436,0.0001461809,0.0006065378],"category_scores_gemma":[0.004299135,0.0001232882,0.0001877247,0.0001046645,0.00006216955,0.00002997838,0.00006534909,0.0002351088,0.00002541344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919934,"about_ca_system_score_gemma":0.0001452709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001541087,"about_ca_topic_score_gemma":0.0003677265,"domain_scores_codex":[0.9980922,0.00005928932,0.0004494504,0.0003074915,0.0007192407,0.0003722856],"domain_scores_gemma":[0.9986671,0.0005323528,0.00006707767,0.0002850239,0.00007645092,0.0003719639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002291131,0.0001668037,0.945176,0.0004133004,0.00003125511,0.00003344277,0.002943089,0.0000057879,0.00008053341,0.00006428342,0.01138521,0.0394712],"study_design_scores_gemma":[0.003269276,0.001140765,0.9099259,0.0004345552,0.00003710156,0.00003693449,0.002505703,0.0003592355,0.00150558,0.000013105,0.08049585,0.0002759593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955395,0.0001553979,0.00008263067,0.002080949,0.0008298419,0.0004533244,0.00001234871,0.00006796081,0.0007780233],"genre_scores_gemma":[0.9979886,0.000003340676,0.0001343276,0.001198129,0.0002216284,0.00005965042,0.0001081614,0.00002582819,0.0002603471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06911063,"threshold_uncertainty_score":0.6641163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987251057545616,"score_gpt":0.2852264415930318,"score_spread":0.2553539310175756,"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."}}