{"id":"W4212778855","doi":"10.1007/s11121-022-01336-w","title":"Transparent, Open, and Reproducible Prevention Science","year":2022,"lang":"en","type":"article","venue":"Prevention Science","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Center for Advancing Translational Sciences; National Science Foundation of Sri Lanka; Arnold Ventures; U.S. Department of Health and Human Services; National Institutes of Health; National Science Foundation","keywords":"Health psychology; Public health; Medicine; Nursing","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","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3688506,0.0001992631,0.00115779,0.001043267,0.002839999,0.004026658,0.007976484,0.00001818296,0.01264669],"category_scores_gemma":[0.01870127,0.0001253877,0.0004356307,0.01079821,0.0009334701,0.002971882,0.002319183,0.0001830356,0.0003771238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327981,"about_ca_system_score_gemma":0.0009182533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001979277,"about_ca_topic_score_gemma":0.00001453322,"domain_scores_codex":[0.9683063,0.005419501,0.005985511,0.00413761,0.01552309,0.000627958],"domain_scores_gemma":[0.9906343,0.0004066954,0.002880072,0.004621336,0.001172633,0.0002849856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007424258,0.001483024,0.1184491,0.0001086796,0.0001106839,0.0000135633,0.006723898,0.002921222,0.06814656,0.1306405,0.05671149,0.614617],"study_design_scores_gemma":[0.001270177,0.0007812396,0.2419734,0.00009789679,0.0002885567,0.0002460902,0.007628441,0.03403133,0.005435474,0.3931941,0.313958,0.001095227],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8840533,0.001138244,0.05807017,0.002411986,0.001559941,0.003019696,0.00001809948,0.00002486665,0.04970364],"genre_scores_gemma":[0.9571893,0.00001478307,0.006871717,0.0001348021,0.00002549318,0.0001767209,0.000002319691,0.000005991634,0.03557886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6135218,"threshold_uncertainty_score":0.9984581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8980403596915796,"score_gpt":0.627238509558413,"score_spread":0.2708018501331666,"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."}}