{"id":"W3092777257","doi":"10.31222/osf.io/3nbea","title":"Increasing the Transparency of Systematic Reviews: Presenting a Generalized Registration Form","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Transparency (behavior); Field (mathematics); Data science; Management science; Systematic review; Epistemology; Computer science; Engineering ethics; Law; Political science; Engineering; MEDLINE; Philosophy; Mathematics","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":[0.4604082,0.002546647,0.007803537,0.01963343,0.003978391,0.01412866,0.00460606,0.01744276,0.2189743],"category_scores_gemma":[0.771529,0.005620433,0.008422172,0.02147391,0.006672107,0.0172216,0.01673022,0.01601362,0.1337791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009276822,"about_ca_system_score_gemma":0.041766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143694,"about_ca_topic_score_gemma":0.001626106,"domain_scores_codex":[0.4051405,0.3312984,0.2168435,0.007607539,0.03457999,0.00453004],"domain_scores_gemma":[0.1625904,0.5105523,0.0689005,0.1061866,0.1438274,0.007942736],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00195687,0.0002270252,0.0007176409,0.03563279,0.0003982611,0.0003691317,0.002247739,0.0009791894,0.0008187947,0.03352729,0.7622799,0.1608454],"study_design_scores_gemma":[0.006032952,0.0006131636,0.003140254,0.02976584,0.0004379762,0.000718062,0.001063593,0.004033416,0.001476877,0.05891163,0.8932709,0.0005352595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.0042718,0.003596645,0.2420008,0.1137452,0.03359803,0.4485172,0.07956533,0.01712893,0.05757614],"genre_scores_gemma":[0.01257502,0.003687747,0.3105952,0.01323959,0.005607043,0.619335,0.01416708,0.004165018,0.01662833],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5395918,"threshold_uncertainty_score":0.732542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.87678110292616,"score_gpt":0.5463503503008833,"score_spread":0.3304307526252767,"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."}}