{"id":"W4383186065","doi":"10.1080/08989621.2023.2233419","title":"Deploying an ethics needs assessment to inform a navigational tool for research compliance pathways at a provincial Canadian health authority","year":2023,"lang":"en","type":"article","venue":"Accountability in Research","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Provincial Health Services Authority; Centre Hospitalier Universitaire Sainte-Justine; University of British Columbia","funders":"","keywords":"CLARITY; Variety (cybernetics); Health care; Compliance (psychology); Knowledge management; Business; Service (business); Public relations; Process management; Computer science; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.09658556,0.0009092436,0.0007434835,0.01162604,0.01078744,0.0103668,0.003624159,0.001717525,0.006575543],"category_scores_gemma":[0.1777235,0.0009745776,0.0008670945,0.004335389,0.003335528,0.006093489,0.007893997,0.002704152,0.001755711],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05088901,"about_ca_system_score_gemma":0.1471926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2556567,"about_ca_topic_score_gemma":0.4502319,"domain_scores_codex":[0.921686,0.0496263,0.006890585,0.003155212,0.01389386,0.004748008],"domain_scores_gemma":[0.7659051,0.1063564,0.01483677,0.01134225,0.08275785,0.01880167],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000536897,0.001729647,0.09334713,0.001778325,0.00009019859,0.00188245,0.1220155,0.004574841,0.005692678,0.02250073,0.1013051,0.6445466],"study_design_scores_gemma":[0.0006497315,0.001516007,0.1131275,0.004685206,0.0002352718,0.001408642,0.2138373,0.05600798,0.01653121,0.03885064,0.5520049,0.001145727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.466379,0.001068504,0.2410192,0.07771605,0.001074669,0.03561744,0.004555491,0.01103585,0.1615339],"genre_scores_gemma":[0.4301191,0.0004526118,0.5439924,0.001995611,0.0000864794,0.008556555,0.001299655,0.0003408079,0.01315669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9982825,"threshold_uncertainty_score":0.5107994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9098084295788003,"score_gpt":0.7336634680487633,"score_spread":0.176144961530037,"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."}}