{"id":"W2712249504","doi":"10.1373/clinchem.2017.272765","title":"Facilitating Prospective Registration of Diagnostic Accuracy Studies: A STARD Initiative","year":2017,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Diagnostic accuracy; Identification (biology); Medical physics; Medicine; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8559721,0.002060842,0.004445564,0.01695419,0.004911538,0.02664266,0.01316725,0.01815158,0.01236197],"category_scores_gemma":[0.7474394,0.005743795,0.00780353,0.02077792,0.01160992,0.03172858,0.03867187,0.02545233,0.01664618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00744334,"about_ca_system_score_gemma":0.1196046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002059359,"about_ca_topic_score_gemma":0.00277804,"domain_scores_codex":[0.1822214,0.5860483,0.1508862,0.01350702,0.05910132,0.008235737],"domain_scores_gemma":[0.05291086,0.4859336,0.09498184,0.1991218,0.1356727,0.03137925],"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":[0.002200658,0.001528014,0.0221176,0.008399368,0.001052326,0.0008343916,0.007824799,0.001637936,0.003227069,0.1019683,0.2840385,0.5651711],"study_design_scores_gemma":[0.003342295,0.002113597,0.01649289,0.00633735,0.0004552135,0.001446014,0.001935369,0.004121514,0.003546819,0.04922066,0.910237,0.0007513645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008707131,0.009850144,0.4750287,0.4002115,0.01728156,0.03061407,0.002765052,0.01200343,0.04353842],"genre_scores_gemma":[0.02572772,0.005472302,0.8432446,0.08504955,0.007253844,0.01998774,0.003520975,0.001998183,0.007745052],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1440279,"threshold_uncertainty_score":0.1776121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9101427529202781,"score_gpt":0.668267953045208,"score_spread":0.2418747998750701,"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."}}