{"id":"W4416503033","doi":"10.1590/1980531412303","title":"APRESENTAÇÃO - FORMAR OS PROFESSORES NA UNIVERSIDADE: UM DESAFIO SEMPRE RENOVADO E ESTIMULANTE","year":2025,"lang":"pt","type":"article","venue":"Cadernos de Pesquisa","topic":"Evasion and Academic Success Factors","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Context (archaeology)","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000985704,0.0005666037,0.0006604702,0.0004659318,0.0014249,0.0002577865,0.001790513,0.001228275,0.002317013],"category_scores_gemma":[0.0008605118,0.0005775649,0.0003752993,0.001493145,0.0007869664,0.0007187498,0.0004713216,0.00166412,0.000348601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007812958,"about_ca_system_score_gemma":0.001253115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002006563,"about_ca_topic_score_gemma":0.0005662456,"domain_scores_codex":[0.9952725,0.0006909078,0.0007290368,0.0008839384,0.0009077966,0.001515887],"domain_scores_gemma":[0.9974687,0.000803997,0.0003681971,0.0005788339,0.0002211169,0.0005591491],"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":[0.0004394565,0.0005195997,0.3106025,0.0008841801,0.0006733761,0.0002523929,0.0881544,0.0002414102,0.003108767,0.01640307,0.5474256,0.03129522],"study_design_scores_gemma":[0.004344208,0.0002002711,0.02956424,0.002619537,0.0007982993,0.00002165953,0.1543469,0.006844674,0.01146232,0.003464896,0.7841752,0.002157907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8679103,0.004367285,0.001675271,0.03440135,0.005202868,0.00201095,0.0002056563,0.0006650081,0.08356128],"genre_scores_gemma":[0.841299,0.0007728377,0.0000596695,0.002163418,0.0004051356,0.00002482114,0.0000318239,0.00003957543,0.1552037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810383,"threshold_uncertainty_score":0.9998751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04874796029273065,"score_gpt":0.3698448771339874,"score_spread":0.3210969168412568,"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."}}