{"id":"W4416503336","doi":"10.1590/1980531411398_pt","title":"MENTORIA E PRÁTICAS EM SALA DE AULA: PERCEPÇÕES DOS ESTAGIÁRIOS","year":2025,"lang":"","type":"article","venue":"Cadernos de Pesquisa","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Autonomy; Order (exchange); Meaning (existential); Identity (music)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.00124958,0.0005784416,0.0006723986,0.0005208653,0.0008663536,0.0003175642,0.001623584,0.001048092,0.01412364],"category_scores_gemma":[0.0007387064,0.0007002191,0.0003377106,0.0008890555,0.0003877101,0.0001157479,0.0003953422,0.00184885,0.001781117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930594,"about_ca_system_score_gemma":0.00289979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000781531,"about_ca_topic_score_gemma":0.0003749294,"domain_scores_codex":[0.9942492,0.001609313,0.001298118,0.0009734111,0.0003877448,0.001482258],"domain_scores_gemma":[0.9947644,0.001017361,0.0003896684,0.002679304,0.0004230058,0.0007262134],"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":[0.0003273434,0.002000084,0.1208078,0.001190472,0.0006107768,0.00003394104,0.2341914,0.0000213065,0.001169954,0.2189104,0.3635076,0.05722897],"study_design_scores_gemma":[0.001551442,0.0001280369,0.217947,0.0003989877,0.0002787619,0.00006816043,0.05114593,0.0003832955,0.0001316134,0.003579555,0.7238197,0.0005675037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4111355,0.03721669,0.004425811,0.1687071,0.02195079,0.003839476,0.0001975085,0.0007923674,0.3517348],"genre_scores_gemma":[0.9148747,0.001802245,0.001380611,0.0109928,0.0011871,0.0004791509,0.00006266435,0.00008436647,0.06913641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5037392,"threshold_uncertainty_score":0.9995449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571637508519833,"score_gpt":0.4392486706771712,"score_spread":0.4135322955919729,"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."}}