{"id":"W2952112918","doi":"10.1093/ndt/gfz117","title":"Nephrology education: it’s in the game","year":2019,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Nephrology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002462219,0.001199065,0.0006206754,0.0008767721,0.003332416,0.009604992,0.002412353,0.003266785,0.05793861],"category_scores_gemma":[0.01014568,0.0002973804,0.000834149,0.0004542349,0.002770796,0.008583761,0.006874725,0.004318848,0.01760484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709089,"about_ca_system_score_gemma":0.00255716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003036109,"about_ca_topic_score_gemma":0.006832968,"domain_scores_codex":[0.9977618,0.001001235,0.00006560251,0.0002721727,0.0005614492,0.0003376455],"domain_scores_gemma":[0.9953368,0.001361067,0.0001379127,0.0002071516,0.0003906612,0.002566539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003771851,0.0007072412,0.002576828,0.0006986848,0.00005579974,0.0004427248,0.006239318,0.001159093,0.001609982,0.05689302,0.7322605,0.1969796],"study_design_scores_gemma":[0.00007669088,0.0001928518,0.0008354672,0.0004010019,0.00001809729,0.0002576437,0.002763543,0.001585137,0.0003424234,0.03208965,0.9613919,0.00004559946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03741223,0.009913689,0.1010999,0.234286,0.0263133,0.000953839,0.001447326,0.0107944,0.5777792],"genre_scores_gemma":[0.3277437,0.00928831,0.1454477,0.08097477,0.007739919,0.001848393,0.002133559,0.003229104,0.4215946],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05793861,"threshold_uncertainty_score":0.1938239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049963691299453,"score_gpt":0.2975634009854701,"score_spread":0.2870637640724755,"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."}}