{"id":"W7098981230","doi":"","title":"PATHWAYS TO CHANGE: FACILITATING THE FULL PARTICIPATION OF DIVERSITY GROUPS IN CANADIAN SOCIETY","year":2006,"lang":"en","type":"article","venue":"","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Government (linguistics); Work (physics); Agency (philosophy); Ethnic group; Variety (cybernetics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001264726,0.0000399973,0.0000517414,0.00002916402,0.0003225151,0.00006409391,0.00008443236,0.00001405002,0.0008723809],"category_scores_gemma":[0.000003803686,0.0000268167,0.00002853821,0.00004162834,0.00003289236,0.0005602427,0.00005837444,0.00002780988,0.00002379237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002371396,"about_ca_system_score_gemma":0.00001830372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6685689,"about_ca_topic_score_gemma":0.9225391,"domain_scores_codex":[0.99959,0.00001013856,0.0001369586,0.00004268505,0.0000809458,0.0001392507],"domain_scores_gemma":[0.9998027,0.00002847954,0.00003424857,0.00006119905,0.00003855263,0.00003483223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003853921,0.00001104603,0.009046911,0.00002663699,0.000004242279,1.08883e-7,0.4753862,0.00005851693,0.000006526009,0.506775,0.007223256,0.001457744],"study_design_scores_gemma":[0.0004136337,0.0001288676,0.1281601,0.00002793079,0.00001165061,1.471763e-7,0.3300623,0.008453774,0.0002182484,0.005695275,0.5265484,0.0002797736],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927273,0.00001628282,0.0000132607,0.001670476,0.00007033462,0.0001353271,0.00006238052,0.00001387619,0.07074506],"genre_scores_gemma":[0.9975401,0.000001084182,0.00004853645,0.002043575,0.00008773022,0.00001046527,0.00002289082,0.000001514357,0.0002440717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5193251,"threshold_uncertainty_score":0.9551958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07900849737848288,"score_gpt":0.2215103388965466,"score_spread":0.1425018415180638,"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."}}