{"id":"W7110468934","doi":"","title":"'We're not making it as easy as we might': issues and opportunities Open Science mandates present to Canadian ethics officers and librarians supporting human ethics","year":2025,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stewardship (theology); Autonomy; Function (biology); Situational ethics; Participant observation; Research ethics; Process (computing); Citizen journalism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.09033558,0.0006629315,0.0009886402,0.002446082,0.07873681,0.04238159,0.005434351,0.01294294,0.005769257],"category_scores_gemma":[0.126733,0.001405585,0.0007248627,0.006338408,0.0839312,0.01603203,0.01595202,0.01972032,0.0008713067],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1332954,"about_ca_system_score_gemma":0.3071174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7981027,"about_ca_topic_score_gemma":0.8726291,"domain_scores_codex":[0.8790396,0.07007871,0.00285608,0.005305476,0.02553786,0.01718232],"domain_scores_gemma":[0.8171262,0.1139457,0.01073404,0.005523502,0.0270619,0.02560863],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005629367,0.00004349416,0.003140657,0.0004183652,0.00001339997,0.002043048,0.8584384,0.00008559972,0.0005547039,0.06160803,0.04678201,0.02681592],"study_design_scores_gemma":[0.00001252701,0.00002509523,0.003286518,0.0007357293,0.00001568003,0.0006437747,0.7643998,0.000188858,0.0003217341,0.01043763,0.2198155,0.000117131],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.135781,0.01286513,0.004631588,0.7807935,0.001655627,0.0002291738,0.0001075263,0.0001181537,0.06381845],"genre_scores_gemma":[0.8950911,0.005969775,0.004250038,0.06998003,0.0003382138,0.0002189048,0.00005295072,0.0001599896,0.02393889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9945657,"threshold_uncertainty_score":0.9671306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.228572028288988,"score_gpt":0.3932629895494058,"score_spread":0.1646909612604177,"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."}}