{"id":"W4387898193","doi":"10.1111/hdi.13119","title":"Dr. Andreas Pierratos, <scp>MD, FRCPC</scp>","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000573166,0.0004649047,0.0005039916,0.0007139443,0.0009151184,0.001024737,0.0004893484,0.001024564,0.1276187],"category_scores_gemma":[0.005868799,0.0002146656,0.0002372595,0.0003378159,0.0004265423,0.0009916003,0.000574867,0.002128842,0.03569311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102551,"about_ca_system_score_gemma":0.001592606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00384833,"about_ca_topic_score_gemma":0.006094008,"domain_scores_codex":[0.9996589,0.00005886529,0.00002500847,0.00008343752,0.0001158195,0.0000578839],"domain_scores_gemma":[0.9975306,0.0003563012,0.0001604174,0.00007657396,0.0007267796,0.001149328],"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":[0.00006072513,0.00003631763,0.003726085,0.0001026853,0.000009701788,0.001177774,0.0000834103,0.00006176571,0.0002854974,0.0008013864,0.9312622,0.06239247],"study_design_scores_gemma":[0.00005700447,0.0001453571,0.008253604,0.0006321411,0.00003721473,0.02584263,0.0004966616,0.0005365685,0.001311264,0.002351657,0.9602976,0.0000382336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02116495,0.04501721,0.006702235,0.4606703,0.04510882,0.0003296857,0.002622643,0.002081008,0.4163031],"genre_scores_gemma":[0.1833082,0.08066094,0.00675042,0.09912642,0.03895626,0.0002646261,0.001809038,0.001149372,0.5879748],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8723813,"threshold_uncertainty_score":0.426927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070232277157653,"score_gpt":0.2847267998791064,"score_spread":0.2640244771075299,"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."}}