{"id":"W4409714906","doi":"10.1016/j.joca.2025.02.375","title":"HEALTHCARE USE PATHWAYS THROUGH DIFFERENT COMPONENTS OF THE HEALTHCARE SYSTEM: AN EXPLORATORY ANALYSIS AMONG PATIENTS UNDERGOING SURGERY FOR OSTEOARTHRITIS","year":2025,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Arthritis Society; University Health Network","funders":"","keywords":"Health care; Exploratory analysis; Healthcare system; Osteoarthritis; Medicine; Alternative medicine; Pathology; Computer science; Data science; Political science","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":[0.0005928762,0.0003341951,0.001312649,0.0003400797,0.0006153886,0.0001455327,0.0002269252,0.0002762618,0.000005742295],"category_scores_gemma":[0.0001134137,0.0002767279,0.0005344052,0.0006769042,0.0001546363,0.000576061,0.0001360845,0.0001966074,0.000002720969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208123,"about_ca_system_score_gemma":0.0001020091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002666736,"about_ca_topic_score_gemma":0.02198744,"domain_scores_codex":[0.9967011,0.0002240818,0.001606666,0.0007242551,0.0001441059,0.0005998319],"domain_scores_gemma":[0.9978313,0.000179082,0.0007701946,0.0007777539,0.0002201732,0.000221457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000442526,0.0000961194,0.970134,0.001894549,0.00006090053,0.00000329027,0.001551746,0.000007343599,0.00005336309,0.02083917,0.00006039101,0.005254901],"study_design_scores_gemma":[0.003341202,0.0009068826,0.9817101,0.002952092,0.00009410937,0.00000389966,0.004815311,0.0001009865,0.0008174128,0.002351,0.002144676,0.0007623112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874943,0.006674462,0.00022395,0.0003945655,0.001434522,0.001265842,0.002299209,0.00005674025,0.0001563374],"genre_scores_gemma":[0.9983308,0.000586932,0.00003189537,0.0003061895,0.00007247855,0.0002558537,0.0002732831,0.00004052166,0.0001020547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01932071,"threshold_uncertainty_score":0.9999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04086140681760566,"score_gpt":0.2316336466590119,"score_spread":0.1907722398414062,"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."}}