{"id":"W1998958426","doi":"10.1136/bmj.b3435","title":"Filtering Medline for a clinical discipline: diagnostic test assessment framework","year":2009,"lang":"en","type":"article","venue":"BMJ","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; Western University","funders":"Canadian Institutes of Health Research; Kidney Foundation of Canada","keywords":"MEDLINE; Medicine; Nephrology; Computer science; Test (biology); Dialysis; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07295457,0.001622087,0.003648414,0.04620186,0.00236258,0.005295278,0.00303629,0.002153679,0.003995127],"category_scores_gemma":[0.3638197,0.0008501966,0.003185865,0.02269072,0.001017839,0.003990244,0.003483893,0.0008289468,0.001283717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004470612,"about_ca_system_score_gemma":0.02005165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01254237,"about_ca_topic_score_gemma":0.01682514,"domain_scores_codex":[0.939191,0.0204988,0.02323235,0.004028403,0.01209577,0.0009536826],"domain_scores_gemma":[0.5802543,0.3006941,0.03992819,0.008272491,0.06820765,0.002643186],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003187771,0.0006703037,0.1267853,0.05272126,0.002876173,0.001039636,0.003133724,0.004482535,0.009154141,0.005633453,0.06522744,0.7250882],"study_design_scores_gemma":[0.005322281,0.004619684,0.4330103,0.03384471,0.01518735,0.005622044,0.006216763,0.08519258,0.04143361,0.02914036,0.3385355,0.001874714],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3151793,0.04484163,0.4127821,0.01823901,0.00194854,0.06174313,0.101922,0.02275154,0.02059269],"genre_scores_gemma":[0.1745562,0.002859641,0.7785212,0.001495252,0.0004680633,0.01782404,0.02296591,0.0002623493,0.001047365],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9270455,"threshold_uncertainty_score":0.3858252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05612518832385174,"score_gpt":0.4597346374654043,"score_spread":0.4036094491415526,"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."}}