{"id":"W4413759644","doi":"10.15448/1980-8623.2025.1.42190","title":"Evidências de Validade da Escala de Acolhimento Institucional à Diversidade em Contexto Universitário Brasileiro","year":2025,"lang":"pt","type":"article","venue":"Psico","topic":"Education and Public Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Political science; Humanities; Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000878336,0.0002507833,0.0002810551,0.0003222823,0.001045451,0.0004186746,0.0008653813,0.000324333,0.002604107],"category_scores_gemma":[0.0004633261,0.0002979856,0.0002103352,0.001165838,0.000268717,0.000459094,0.0002487889,0.0003835498,0.0004261628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658561,"about_ca_system_score_gemma":0.004609757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004081925,"about_ca_topic_score_gemma":0.006694818,"domain_scores_codex":[0.9974824,0.0005084291,0.0002749973,0.0004265688,0.0004553889,0.0008521748],"domain_scores_gemma":[0.9984708,0.000359521,0.0001584517,0.0003007845,0.0001505803,0.0005598214],"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":[0.00005928378,0.0005464397,0.07404563,0.00007061868,0.0002765389,0.00001550496,0.3408295,0.00001826519,0.0002197021,0.2043513,0.3703809,0.009186294],"study_design_scores_gemma":[0.001097702,0.00004673313,0.1105644,0.0001867912,0.0002100712,0.000002493091,0.1558405,0.0001545412,0.0002565107,0.002412118,0.7288049,0.0004231756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.789143,0.001017336,0.0006511452,0.04613811,0.002499665,0.000561195,0.0001284455,0.0001789979,0.1596821],"genre_scores_gemma":[0.8491239,0.0001425288,0.00007562324,0.008267524,0.0005167764,0.00001132805,0.00001891836,0.00001210855,0.1418313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3584241,"threshold_uncertainty_score":0.9999472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09967193324709726,"score_gpt":0.4206919324973405,"score_spread":0.3210199992502433,"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."}}