{"id":"W4318575281","doi":"10.32920/21979160.v1","title":"Policy Change Towards Equity and Inclusion is Good for Science in Canada","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Charter; Equity (law); Political science; Pace; Inclusion (mineral); Public relations; Accountability; Indigenous; Public administration; Business; Sociology; Geography; Social science","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.04074819,0.0007142125,0.001523801,0.003093259,0.03983847,0.03605093,0.005602009,0.02147589,0.01875467],"category_scores_gemma":[0.07082314,0.001063285,0.001681038,0.00559733,0.02800737,0.01233332,0.01409788,0.01918631,0.002655585],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2041004,"about_ca_system_score_gemma":0.6638859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9804609,"about_ca_topic_score_gemma":0.9816806,"domain_scores_codex":[0.9351311,0.009435088,0.001828514,0.004510051,0.03406642,0.01502889],"domain_scores_gemma":[0.8871982,0.02181596,0.00202559,0.005797727,0.05212177,0.03104085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005030532,0.0000583567,0.001671386,0.0003281906,0.00005163997,0.000243593,0.006491336,0.0003261788,0.0003925744,0.4349149,0.5249283,0.03054323],"study_design_scores_gemma":[0.00005135978,0.0000205047,0.004029421,0.0003733946,0.00003200885,0.00006564332,0.00306191,0.0002528049,0.0003249402,0.04560468,0.9461046,0.00007874224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003668256,0.00432653,0.00178506,0.8504795,0.005046272,0.0001644406,0.0009440385,0.0002104041,0.1333755],"genre_scores_gemma":[0.138663,0.00950976,0.01539138,0.6304452,0.003218043,0.0004434395,0.001594438,0.0003746116,0.2003601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.994398,"threshold_uncertainty_score":0.9231307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4514212871353668,"score_gpt":0.5533219018916931,"score_spread":0.1019006147563263,"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."}}