{"id":"W3197438074","doi":"10.12927/hcpol.2021.26581","title":"Commentary: Community Knowledge for Equity in Healthcare","year":2021,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"First Nations Health and Social Secretariat of Manitoba; Women's College Hospital","funders":"","keywords":"Equity (law); Community engagement; Health equity; Public relations; Health care; Paradigm shift; Sociology; Knowledge management; Political science; Computer science; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002909736,0.0004125875,0.0009647396,0.0003531511,0.002972972,0.00001989434,0.0006081532,0.0006566683,0.0001378094],"category_scores_gemma":[0.001315556,0.0004505984,0.0001680362,0.001563528,0.0001238903,0.0001643087,0.001031349,0.002998344,0.0002470473],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004602658,"about_ca_system_score_gemma":0.005852819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2590318,"about_ca_topic_score_gemma":0.3656211,"domain_scores_codex":[0.9884568,0.00639863,0.001602878,0.0005534254,0.0003441172,0.002644141],"domain_scores_gemma":[0.9937124,0.002511217,0.0003776698,0.00134811,0.0010176,0.001032972],"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":[0.0005039706,0.001098728,0.2871704,0.02197533,0.00004096873,0.00003569909,0.04273542,0.000005212391,0.00003397839,0.2823252,0.2899026,0.07417249],"study_design_scores_gemma":[0.004372672,0.0005700606,0.06839525,0.003779797,0.00001625401,0.00001498025,0.02455952,0.0001272949,0.00007291632,0.05802977,0.8394087,0.0006527997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1623328,0.008460172,0.00007334719,0.8066643,0.002019722,0.004353512,0.001004878,0.0004288172,0.01466244],"genre_scores_gemma":[0.829331,0.001024339,0.001190784,0.1635323,0.001492554,0.001041399,0.0007068111,0.00009320135,0.001587598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6669983,"threshold_uncertainty_score":0.9997946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.274658417653605,"score_gpt":0.6047828795673293,"score_spread":0.3301244619137244,"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."}}