{"id":"W2003337214","doi":"10.1053/ajkd.2001.25180","title":"End-stage renal disease: Factors affecting referral decisions by family physicians in Canada, the United States, and Britain","year":2001,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Referral; Family medicine; Comorbidity; Socioeconomic status; Family history; Disease; Psychiatry; Internal medicine; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001949065,0.0001765668,0.0003853432,0.0002424362,0.0001989352,0.0000971314,0.0002704603,0.00001854202,0.00002640695],"category_scores_gemma":[0.0009292104,0.0001246099,0.00008916006,0.0009140047,0.0001682763,0.0003149361,0.00007425369,0.000259593,0.000001020331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552955,"about_ca_system_score_gemma":0.0007562286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8538489,"about_ca_topic_score_gemma":0.240388,"domain_scores_codex":[0.9985901,0.00008100009,0.0004323664,0.0001763547,0.0003430438,0.0003771601],"domain_scores_gemma":[0.9986388,0.0002708625,0.0005686083,0.0001816888,0.0001317666,0.0002082946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530824,0.0001223351,0.8961588,0.00004905063,0.0002165177,0.0004363121,0.0001085693,0.0001876281,0.00006520998,0.0002671721,0.0640934,0.03814197],"study_design_scores_gemma":[0.0005739508,0.00006729257,0.6858277,0.0002655369,0.0002887208,0.00001207971,0.02198348,0.0006006994,0.000002265103,0.000233781,0.2898434,0.0003011569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904897,0.0008655767,0.00007982906,0.008058829,0.0001208179,0.0001342409,0.0001748839,0.00002151176,0.00005462157],"genre_scores_gemma":[0.9912041,0.0003302855,0.00001034691,0.008140752,0.0001794923,0.000003155528,0.00007516601,0.00002238698,0.00003428815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6134609,"threshold_uncertainty_score":0.773473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559120463689714,"score_gpt":0.2470652071687072,"score_spread":0.2314740025318101,"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."}}