{"id":"W2888778133","doi":"10.1002/pra2.2017.14505401095","title":"Diversity by design: From concept to action","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Library Science and Administration","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Diversity (politics); Scholarship; Meaning (existential); Field (mathematics); Sociology; Epistemology; Action (physics); Political science; Mathematics; Law; Philosophy; Pure mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.05963139,0.001325193,0.0012562,0.004390687,0.01165781,0.02595333,0.003464579,0.008782982,0.006747354],"category_scores_gemma":[0.02921821,0.0008403295,0.001106922,0.003225106,0.1481274,0.0251686,0.01840843,0.01220776,0.0009053533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01584228,"about_ca_system_score_gemma":0.01646878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00330173,"about_ca_topic_score_gemma":0.002155132,"domain_scores_codex":[0.9016267,0.08410928,0.001884725,0.003495927,0.006927457,0.00195586],"domain_scores_gemma":[0.9448858,0.04223137,0.001848613,0.004143153,0.003655659,0.003235385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001575242,0.00002275946,0.0002082321,0.0003474923,0.00001056666,0.00007123766,0.02812664,0.0002788703,0.00009933606,0.9459029,0.009168192,0.01574791],"study_design_scores_gemma":[0.00002847167,0.00006181114,0.0001426275,0.001457624,0.00001139506,0.00016879,0.02348507,0.000658736,0.0002742067,0.6477451,0.3259312,0.00003504781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01504238,0.04354638,0.2549708,0.4193618,0.009493882,0.0005991257,0.0001194969,0.0005048083,0.2563613],"genre_scores_gemma":[0.8046688,0.01764126,0.1109923,0.03899645,0.003058411,0.001511475,0.0001034157,0.0004517302,0.0225761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05963139,"threshold_uncertainty_score":0.3153647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588460253981587,"score_gpt":0.3028050911324757,"score_spread":0.2669204885926598,"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."}}