{"id":"W4408771164","doi":"10.12688/f1000research.155832.1","title":"Fostering open science and responsible research practices: A pre-post study","year":2025,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Open peer review; Open science; Plant biology; Open data; Physiology; Neuroscience; Engineering ethics; Medicine; Biology; Psychology; Computer science; Engineering; World Wide Web; Botany; 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","open_science"],"consensus_categories":[],"category_scores_codex":[0.009240431,0.0008568843,0.001728341,0.001674018,0.003372251,0.001805094,0.0009329249,0.001695007,0.008610719],"category_scores_gemma":[0.01972763,0.001271667,0.001135806,0.0007798405,0.00200374,0.001632416,0.001961407,0.003424746,0.001712056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001506169,"about_ca_system_score_gemma":0.004285536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003908,"about_ca_topic_score_gemma":0.003412719,"domain_scores_codex":[0.9962308,0.00122083,0.0002792488,0.0005089543,0.0006436625,0.001116481],"domain_scores_gemma":[0.9805828,0.007505829,0.00225033,0.001503861,0.003153306,0.00500391],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.008943952,0.2728531,0.1599787,0.00250977,0.0001964046,0.001452128,0.2622525,0.0003227675,0.0165452,0.0006691717,0.003499479,0.2707768],"study_design_scores_gemma":[0.002949495,0.2075285,0.5852884,0.0006335283,0.0003600072,0.0003488609,0.1768496,0.0006511488,0.009213254,0.0009566947,0.01493998,0.0002805956],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974125,0.00004148431,0.0001909108,0.0001650288,0.00002949532,0.001183026,0.00008143934,0.00002415986,0.0008718576],"genre_scores_gemma":[0.9886253,0.0001841254,0.002109921,0.0003561507,0.00005722651,0.00531562,0.000129503,0.00001461852,0.003207467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9990671,"threshold_uncertainty_score":0.04886866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7224629490786268,"score_gpt":0.6831697765553124,"score_spread":0.03929317252331443,"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."}}