{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6353756,0.001510119,0.004499095,0.01213419,0.007541839,0.02573357,0.006030926,0.009537816,0.004017785],"category_scores_gemma":[0.7767854,0.003429462,0.006051183,0.01026749,0.03386465,0.02690584,0.02368083,0.01430828,0.001572467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01050899,"about_ca_system_score_gemma":0.06516708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002573275,"about_ca_topic_score_gemma":0.003459065,"domain_scores_codex":[0.2552019,0.6308238,0.04065163,0.01680949,0.05345316,0.003059929],"domain_scores_gemma":[0.09085356,0.6473169,0.04531313,0.1726758,0.04079742,0.003043227],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004785438,0.0002867795,0.008313541,0.01553812,0.001827374,0.0003739476,0.03348125,0.004396616,0.001501645,0.7206057,0.0191934,0.1940031],"study_design_scores_gemma":[0.0003274756,0.0001979156,0.002962379,0.01307336,0.0005919014,0.0002569096,0.003237613,0.002553581,0.001758184,0.884037,0.09079134,0.0002122452],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01675584,0.02509326,0.740161,0.1609597,0.006274291,0.007394233,0.002030212,0.001191889,0.04013968],"genre_scores_gemma":[0.267452,0.01131943,0.679879,0.02189309,0.003760209,0.01190111,0.001033829,0.0004565868,0.002304827],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9939691,"threshold_uncertainty_score":0.4496469,"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."}}