{"id":"W4229589109","doi":"10.31222/osf.io/d2y43","title":"Transparent, Open, and Reproducible Prevention Science","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Transparency (behavior); Openness to experience; Open science; Best practice; Engineering ethics; Citizen science; Public relations; Open data; Political science; Computer science; Knowledge management; Psychology; Engineering; World Wide Web; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":["metaresearch","open_science"],"domain":"reproducibility","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":["metaresearch","open_science"],"domain":"reproducibility","study_design":"theoretical_or_conceptual","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaresearch","open_science"],"domain":"reproducibility","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008079193,0.0002012256,0.0004044195,0.0002148983,0.001528274,0.0001528855,0.001448462,0.000166459,0.001656668],"category_scores_gemma":[0.002610708,0.0001824814,0.00003160252,0.000745245,0.0003536175,0.0005232191,0.003830829,0.001064201,0.0003350323],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747054,"about_ca_system_score_gemma":0.007543947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001784494,"about_ca_topic_score_gemma":0.0004145621,"domain_scores_codex":[0.9950749,0.0007211477,0.001124454,0.001659045,0.0006476324,0.0007728691],"domain_scores_gemma":[0.9970695,0.0003747615,0.0005608678,0.001044202,0.0003465606,0.0006040778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002245171,0.0001968217,0.1124339,0.01073986,0.00006994385,0.00001227298,0.1412195,0.00006209541,0.008479842,0.1132336,0.5790908,0.03423682],"study_design_scores_gemma":[0.004457965,0.0005106724,0.317753,0.002421605,0.0001172655,0.000006737075,0.01636774,0.002533634,0.00242278,0.1643045,0.4873565,0.001747629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2605863,0.0001605271,0.03444289,0.3691855,0.005324148,0.01995716,0.0003321009,0.0007143262,0.309297],"genre_scores_gemma":[0.9298406,0.0002468348,0.02361705,0.03526839,0.0004767448,0.00128685,0.00003286234,0.00003677879,0.009193928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6692542,"threshold_uncertainty_score":0.9997716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9469422615351218,"score_gpt":0.7878863451378618,"score_spread":0.15905591639726,"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."}}