{"id":"W4405571378","doi":"10.1093/jalm/jfae117","title":"Assessing Adherence to the PRISMA-DTA Guideline in Diagnostic Test Accuracy Systematic Reviews: A Five-Year Follow-up Analysis","year":2024,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University; University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre; Ottawa Hospital; Jewish General Hospital; University of Ottawa","funders":"","keywords":"Systematic review; Medicine; Guideline; Data extraction; MEDLINE; Meta-analysis; Confidence interval; Test (biology); Subspecialty; Protocol (science); Family medicine; Internal medicine; Pathology; Alternative 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.3391178,0.0004399149,0.006065982,0.001194746,0.0001825707,0.0008753731,0.003520024,0.00008114818,0.002457478],"category_scores_gemma":[0.4518415,0.0001332889,0.001007916,0.01356921,0.0001267958,0.0003876676,0.0001703979,0.0006743228,0.001291342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179744,"about_ca_system_score_gemma":0.0003384843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001886842,"about_ca_topic_score_gemma":0.0001245142,"domain_scores_codex":[0.9609102,0.0102026,0.02187941,0.0006031263,0.006042025,0.0003626243],"domain_scores_gemma":[0.7158646,0.2489094,0.02192083,0.007672603,0.004995264,0.0006373139],"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":[0.0000714636,0.0001341038,0.001550624,0.005919727,0.003123512,0.0001606771,0.02158672,0.003841276,0.001821269,0.001509891,0.941456,0.01882473],"study_design_scores_gemma":[0.003078055,0.001195329,0.004388116,0.05910943,0.05973691,0.0001669119,0.1175152,0.03948711,0.0001527273,0.0100685,0.7036259,0.001475862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3807878,0.3148897,0.1887961,0.0797309,0.006821613,0.01981756,0.00008938699,0.00006204994,0.009004758],"genre_scores_gemma":[0.9915968,0.002048315,0.001619281,0.002932569,0.0008020521,0.0001136322,0.000003037768,0.0000281237,0.0008561743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.610809,"threshold_uncertainty_score":0.9994863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4326021184447779,"score_gpt":0.5092336159156355,"score_spread":0.07663149747085762,"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."}}