{"id":"W2048187734","doi":"10.1111/j.1939-165x.2007.tb00175.x","title":"Towards complete and accurate reporting of studies of diagnostic accuracy: the STARD initiative:The STARD initiative","year":2007,"lang":"en","type":"article","venue":"Pure Amsterdam UMC","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Checklist; Diagnostic accuracy; Transparency (behavior); Medical physics; Computer science; Diagnostic test; Test (biology); Medicine; Standardization; Data mining; Information retrieval; Psychology; Radiology; Pediatrics","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":["metaresearch"],"category_scores_codex":[0.9009423,0.005012117,0.01655074,0.06300712,0.005270854,0.03161996,0.01739227,0.01847758,0.006979301],"category_scores_gemma":[0.9367584,0.00965705,0.02178887,0.04062002,0.02478762,0.02980697,0.0416984,0.03154052,0.005006646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02199508,"about_ca_system_score_gemma":0.09410705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006466574,"about_ca_topic_score_gemma":0.00449999,"domain_scores_codex":[0.03808585,0.6454382,0.259589,0.008729921,0.04668245,0.001474557],"domain_scores_gemma":[0.0131252,0.6653177,0.09052475,0.06996138,0.1574774,0.003593565],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001623159,0.0003037312,0.006421224,0.2772858,0.009180417,0.0003081656,0.01476526,0.00227918,0.001688871,0.1045285,0.2239749,0.3576409],"study_design_scores_gemma":[0.003202009,0.0008029115,0.008062235,0.4260197,0.005341125,0.0006764602,0.003808663,0.004704316,0.002307579,0.1212691,0.4228501,0.0009556732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003726623,0.1953935,0.4186396,0.2811889,0.04264425,0.03525512,0.006583261,0.004816632,0.01175214],"genre_scores_gemma":[0.02533882,0.05212052,0.8038616,0.03267774,0.009757943,0.06833552,0.005336458,0.001279768,0.001291624],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09905767,"threshold_uncertainty_score":0.1595863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8029370636207621,"score_gpt":0.5538534608815506,"score_spread":0.2490836027392115,"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."}}