{"id":"W2904333712","doi":"10.1097/jpo.0000000000000238","title":"Economic Value of Orthotic and Prosthetic Services Among Medicare Beneficiaries: A Claims-Based Retrospective Cohort Study, 2011–2014","year":2018,"lang":"en","type":"article","venue":"JPO Journal of Prosthetics and Orthotics","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Medicine; Propensity score matching; Cohort; Retrospective cohort study; Orthotics; Physical therapy; Medicare Advantage; Health care; Selection bias; Surgery; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01157965,0.0003020656,0.001565545,0.0004465936,0.0002476556,0.0001244268,0.0003029827,0.0002136871,0.000159823],"category_scores_gemma":[0.0003887646,0.0003106086,0.0001463153,0.0001080417,0.000485274,0.0003222759,0.00009606024,0.0003303757,0.00004564002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604958,"about_ca_system_score_gemma":0.0002911135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000273172,"about_ca_topic_score_gemma":0.0006999834,"domain_scores_codex":[0.9945394,0.0002658084,0.004081934,0.0004942529,0.0002430232,0.0003755188],"domain_scores_gemma":[0.993705,0.0003662574,0.004699952,0.0004787515,0.0004395439,0.0003104589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005553047,0.0001911254,0.9822856,0.0003059528,0.000156954,0.000004684852,0.003154178,0.0001536723,0.000001677475,0.01346319,0.0001600075,0.00006748693],"study_design_scores_gemma":[0.001837752,0.002279984,0.9664196,0.0002835492,0.0001436663,0.00005213638,0.002504225,0.01329195,0.00002671257,0.01138942,0.001391202,0.0003797528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934781,0.001760652,0.0005050647,0.002223307,0.000567464,0.001052382,0.0001599914,0.00001333149,0.0002396768],"genre_scores_gemma":[0.9966612,0.0003927276,0.002039536,0.0005075455,0.0002883432,0.00001430584,0.000006114588,0.00004891407,0.00004127157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01586589,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04927699191953305,"score_gpt":0.3452479697654486,"score_spread":0.2959709778459156,"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."}}