{"id":"W2785214658","doi":"10.1177/2054358117753618","title":"Implementation and Evaluation of a Risk-Based Approach to Guide Chronic Kidney Disease Care: Protocol for a Multiphase Mixed-Methods Study","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital; University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Kidney disease; Protocol (science); Intensive care medicine; Internal medicine; Pathology; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09983262,0.005146406,0.00521249,0.003887256,0.005250696,0.004221856,0.005136306,0.005159635,0.05331922],"category_scores_gemma":[0.06892786,0.00352766,0.006284233,0.004156161,0.003136577,0.003047562,0.004591943,0.007123796,0.01083749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009496368,"about_ca_system_score_gemma":0.03687752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005219021,"about_ca_topic_score_gemma":0.007259495,"domain_scores_codex":[0.9433895,0.03913023,0.007062652,0.003121051,0.004325483,0.002971169],"domain_scores_gemma":[0.9485527,0.01653305,0.006136067,0.007861088,0.0176442,0.00327296],"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":[0.1991077,0.09883774,0.01289547,0.08309133,0.00346219,0.002149044,0.02022585,0.02274781,0.007813845,0.02898483,0.1223968,0.3982874],"study_design_scores_gemma":[0.3594052,0.09028489,0.04305195,0.04276042,0.002299105,0.0005160458,0.01128638,0.01712348,0.01150204,0.02342352,0.39709,0.001257061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007400975,0.00002756848,0.001859636,0.00005525085,0.00004003482,0.9965719,0.0004009492,0.00002609586,0.0002784318],"genre_scores_gemma":[0.0002764209,0.00001928762,0.002613189,0.00002322156,0.000003484135,0.9969355,0.00005742131,0.000001636341,0.00006994636],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.994781,"threshold_uncertainty_score":0.5279717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04415442212949414,"score_gpt":0.4561454021712423,"score_spread":0.4119909800417482,"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."}}