{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07195786,0.0002105652,0.002881074,0.00002275394,0.0002749542,0.0003899084,0.001734168,0.0001250572,0.001183902],"category_scores_gemma":[0.9243236,0.0001125625,0.001345296,0.0001705464,0.0005620085,0.000311222,0.0002741843,0.0002771342,0.0003459216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003201285,"about_ca_system_score_gemma":0.0001286995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002978813,"about_ca_topic_score_gemma":0.000005932648,"domain_scores_codex":[0.9839703,0.002071194,0.01039507,0.0009495252,0.002439534,0.0001744079],"domain_scores_gemma":[0.7323194,0.2259348,0.02768764,0.008554173,0.005238984,0.0002650088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003721334,0.0002494728,0.9296991,0.000463747,0.0009908505,0.00001587877,0.002479435,0.00001106025,0.0002575955,0.0003851734,0.04345726,0.02195324],"study_design_scores_gemma":[0.003430728,0.0005602805,0.7069293,0.001628729,0.001703348,0.00001768066,0.06426743,0.003253951,0.01162467,0.1659934,0.03915718,0.001433403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755949,0.0006222136,0.000736467,0.0008307465,0.0001925615,0.0004634023,0.00004757978,0.000004983979,0.02150716],"genre_scores_gemma":[0.994175,0.0001003694,0.001533081,0.00005614718,0.0001707926,0.00004779849,0.000004450503,0.00000553954,0.003906814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8523657,"threshold_uncertainty_score":0.9997292,"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."}}