{"id":"W4388533975","doi":"10.1007/978-3-031-37712-9_3","title":"Acting with Intentional Dissent as Minorities: Opportunities and Challenges in the Higher Education","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in international social work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dissent; Racism; Queer; Gender studies; Sociology; Economic Justice; Resistance (ecology); Political science; Criminology; Public relations; Law; Politics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008209879,0.0002064045,0.0002044855,0.0002191018,0.0008787267,0.0002525133,0.0003818615,0.0002556414,0.002243535],"category_scores_gemma":[0.0001869403,0.0001944278,0.00005827184,0.0002188685,0.0005399007,0.0003816855,0.00008225908,0.0005105055,0.00006104292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003474218,"about_ca_system_score_gemma":0.00047475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006217198,"about_ca_topic_score_gemma":0.003482355,"domain_scores_codex":[0.9983094,0.0001498676,0.000303432,0.0003016373,0.0007079783,0.0002276938],"domain_scores_gemma":[0.9987637,0.0006370699,0.0002647428,0.0001010741,0.0001829212,0.00005047705],"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":[0.00006523734,0.00003791897,0.0004786981,0.00001993882,0.00005111787,0.00001077845,0.033618,2.56487e-7,5.840609e-8,0.9453475,0.001793514,0.01857699],"study_design_scores_gemma":[0.00007713024,0.0000152686,0.009135963,0.0001846459,0.00001569538,0.000001617122,0.1102904,2.654804e-8,7.428069e-8,0.07379717,0.8062964,0.0001856074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005025354,0.001025293,2.547546e-7,0.2375395,0.002883357,0.0002190061,0.000006071815,0.00004009355,0.7577839],"genre_scores_gemma":[0.06365969,0.009833832,0.00006170441,0.0006070706,0.00269431,0.0001649106,0.0000528346,0.00004484562,0.9228808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8715503,"threshold_uncertainty_score":0.9986686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1436815058383362,"score_gpt":0.3572836395752689,"score_spread":0.2136021337369326,"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."}}