{"id":"W4393153042","doi":"10.1002/nvsm.1838","title":"From diversity to pluralism: Is everyone included?","year":2024,"lang":"en","type":"article","venue":"Journal of Philanthropy and Marketing","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada; Université du Québec à Montréal","funders":"","keywords":"Pluralism (philosophy); Diversity (politics); Epistemology; Sociology; Philosophy; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002486662,0.00006831744,0.00015421,0.00009064437,0.0007856512,0.0001269417,0.000184328,0.00006358956,0.0007755923],"category_scores_gemma":[0.000339618,0.00006151019,0.00008254699,0.0001659004,0.0001123421,0.0003907299,0.0003291985,0.0001845969,0.00001566014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000686555,"about_ca_system_score_gemma":0.00007334691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650498,"about_ca_topic_score_gemma":0.0002008484,"domain_scores_codex":[0.9988528,0.0002788675,0.0001870318,0.0001260178,0.0003883201,0.0001669067],"domain_scores_gemma":[0.9992348,0.0003523476,0.00008358715,0.00005215365,0.00009780107,0.0001793046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007198512,0.0001285198,0.1067671,0.0001598151,0.0004835926,0.0004825341,0.493065,0.000008483758,0.001529775,0.002034534,0.365625,0.02899572],"study_design_scores_gemma":[0.0007432682,0.0001988958,0.08319887,0.0010239,0.0003060711,0.00002600894,0.1123461,0.0001123143,0.0006384816,0.009254743,0.7916008,0.0005504919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718884,0.001460594,0.0003867177,0.01859142,0.001226668,0.00005809355,0.00003927001,0.0000254007,0.006323468],"genre_scores_gemma":[0.9967816,0.0008546038,0.0004199171,0.0006162656,0.0008724385,8.777903e-8,6.581201e-7,0.000003130502,0.0004513094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4259758,"threshold_uncertainty_score":0.8492192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07182739719753833,"score_gpt":0.3295774900344808,"score_spread":0.2577500928369424,"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."}}