{"id":"W4213343609","doi":"10.1016/j.ekir.2022.01.200","title":"POS-184 PROVIDER PRACTICE EVALUATION SURVEY: ASSESSMENT OF PRIMARY CARE PROVIDERS’ PERSPECTIVES ON CARE DELIVERY FOR CHRONIC KIDNEY DISEASE PATIENTS IN ALBERTA","year":2022,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Kidney disease; Primary care; Disease; Intensive care medicine; Family medicine; Population; End stage renal disease; Internal medicine; Environmental health","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":[0.001072508,0.0001837067,0.000243344,0.0004472543,0.0001738558,0.00007610052,0.0002187623,0.00006324588,0.0001729646],"category_scores_gemma":[0.007331875,0.0001908853,0.0001028479,0.000272268,0.00003150238,0.0007611112,0.0002464295,0.0002190014,0.000003608183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002908733,"about_ca_system_score_gemma":0.002870255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02614922,"about_ca_topic_score_gemma":0.001852965,"domain_scores_codex":[0.9972591,0.0001239733,0.0006711676,0.0005843595,0.001127042,0.0002343354],"domain_scores_gemma":[0.9960107,0.0001665414,0.0009964082,0.0003434521,0.00242549,0.00005743555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004364843,0.0008485499,0.9580228,0.001718352,0.0001589541,0.00007692544,0.001511799,0.0006557399,0.00002463269,0.005683953,0.01667411,0.01418774],"study_design_scores_gemma":[0.002639675,0.0002096451,0.6349663,0.0003819855,0.0001279198,0.000008688119,0.007733109,0.003487271,0.000007599198,0.0004738276,0.3495389,0.0004250941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391234,0.0006078704,0.00008717593,0.01660967,0.004843238,0.007591625,0.0007149166,0.0001130051,0.03030913],"genre_scores_gemma":[0.9905897,0.000007885622,0.0001004803,0.001929164,0.0002597951,0.001060469,0.005892476,0.00003409349,0.0001258957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3328648,"threshold_uncertainty_score":0.9803357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020679212227736,"score_gpt":0.311295650332707,"score_spread":0.290616438104971,"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."}}