{"id":"W2975430411","doi":"10.1159/000502602","title":"An Integrated Kidney Care eConsult Practice Model: Results from the iKinect Project","year":2019,"lang":"en","type":"article","venue":"American Journal of Nephrology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Referral; Triage; Kidney disease; Family medicine; Nephrology; Primary care; Disease management; Emergency medicine; Internal medicine; Disease","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":[0.0007577896,0.0001860812,0.0004920866,0.0002560553,0.0001029538,0.00009070351,0.0006180185,0.0001184362,0.0000295882],"category_scores_gemma":[0.001004673,0.0001176451,0.00009384586,0.0005926604,0.0001990035,0.0007837025,0.00007630528,0.0006405336,0.00008383451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005753686,"about_ca_system_score_gemma":0.0004080398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02512528,"about_ca_topic_score_gemma":0.0009234527,"domain_scores_codex":[0.9983184,0.0001727397,0.0006892038,0.0002749657,0.0002060487,0.0003386183],"domain_scores_gemma":[0.9966611,0.0003303535,0.00158245,0.0004792527,0.000913311,0.00003348089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01106635,0.0005697901,0.03464989,0.0001439701,0.001240274,0.0005552886,0.009009515,0.003290637,0.00534767,0.01494292,0.1764717,0.742712],"study_design_scores_gemma":[0.001290229,0.0006033909,0.001836413,0.00004806866,0.00009038579,0.00014478,0.01418839,0.006340715,0.000007410983,0.0003102503,0.9749666,0.0001734074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964729,0.000131307,0.0004640883,0.03056334,0.0005457641,0.0003330161,0.00004027047,0.00007481384,0.003118418],"genre_scores_gemma":[0.9615553,0.00003359332,0.001659645,0.03571931,0.0009398287,0.000004922749,0.00003976018,0.00002844506,0.00001916218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7984949,"threshold_uncertainty_score":0.9813665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458486998936078,"score_gpt":0.2795133603205476,"score_spread":0.2649284903311868,"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."}}