{"id":"W3022779554","doi":"10.1080/00401706.2020.1744927","title":"Diagnostic Meta-Analysis: A Useful Tool for Clinical Decision-Making","year":2020,"lang":"en","type":"article","venue":"Technometrics","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Meta-analysis; Computer science; Diagnostic test; Medical physics; Medicine; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07412108,0.00352518,0.008098466,0.01837773,0.000913337,0.007801964,0.003120962,0.003083953,0.01907736],"category_scores_gemma":[0.3539008,0.001813077,0.007714064,0.01332678,0.001760911,0.004521423,0.003624052,0.008134094,0.003983685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155086,"about_ca_system_score_gemma":0.004634403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069317,"about_ca_topic_score_gemma":0.001505246,"domain_scores_codex":[0.9281378,0.05861207,0.005604712,0.001746441,0.005695613,0.0002033326],"domain_scores_gemma":[0.6197895,0.3516011,0.008808848,0.009420043,0.009265574,0.001115018],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004983859,0.00005146585,0.001413308,0.0248273,0.01340188,0.0002360868,0.0003341968,0.002863662,0.0003530939,0.0289467,0.5794447,0.3476292],"study_design_scores_gemma":[0.0004594052,0.0003226227,0.002063253,0.01787342,0.01067513,0.001228701,0.0004067285,0.01315312,0.0008744336,0.3465982,0.6059383,0.0004067054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.0008186963,0.4415262,0.4177192,0.08983817,0.02981363,0.0009749563,0.006925491,0.007467001,0.004916804],"genre_scores_gemma":[0.02865497,0.2550997,0.6379127,0.02276236,0.04052534,0.003942045,0.003449911,0.003232377,0.004420596],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9258789,"threshold_uncertainty_score":0.3919944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8940393165173671,"score_gpt":0.6036853777029764,"score_spread":0.2903539388143908,"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."}}