{"id":"W1722296382","doi":"10.1111/hdi.12199","title":"<scp>K</scp>arl <scp>D</scp>. <scp>N</scp>olph, <scp>MD</scp>, <scp>FACP</scp>, <scp>FRCPS</scp> (<scp>G</scp>lasgow)","year":2014,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004682553,0.0002386152,0.0002445478,0.0007120025,0.0008695829,0.00114056,0.0007396759,0.0008993796,0.4279673],"category_scores_gemma":[0.002848461,0.0001074261,0.0001983298,0.0004823051,0.0004864756,0.0006166938,0.001184905,0.0009575996,0.1814877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134369,"about_ca_system_score_gemma":0.00181056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004324023,"about_ca_topic_score_gemma":0.007207331,"domain_scores_codex":[0.9996451,0.00004383131,0.00003415546,0.00004885121,0.0001626587,0.00006535761],"domain_scores_gemma":[0.9982828,0.0001620901,0.0001208167,0.000121535,0.0006835166,0.0006292962],"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":[0.00007448687,0.00003546022,0.001019356,0.0000884858,0.00000424418,0.000408618,0.00006688265,0.0000666289,0.0007556504,0.002774667,0.8781321,0.1165733],"study_design_scores_gemma":[0.00001455678,0.00001916232,0.001651142,0.00008565094,0.000002566395,0.0006972034,0.00005456422,0.0001098493,0.001229076,0.0009536046,0.995176,0.000006574088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004003491,0.001991204,0.001639811,0.03093948,0.004112099,0.0001876758,0.004265633,0.002172618,0.9506879],"genre_scores_gemma":[0.0738496,0.003431738,0.00353431,0.01175191,0.003313907,0.0001602529,0.003526296,0.001129129,0.8993028],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5720327,"threshold_uncertainty_score":0.8159352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142828001638632,"score_gpt":0.2562694238581245,"score_spread":0.2419866236942612,"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."}}