{"id":"W44319413","doi":"10.7213/rde.v10i29.3055","title":"A DOCÊNCIA UNIVERSITÁRIA DO PONTO DE VISTA DO TRABALHO E DO RECRUTAMENTO DE NOVOS PROFESSORES NA ERA ATUAL EM QUEBEC","year":2010,"lang":"pt","type":"article","venue":"Revista Diálogo Educacional","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science; Humanities; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005659932,0.0006287338,0.0007074068,0.0002943656,0.002003042,0.0008905505,0.001259373,0.00089785,0.004065128],"category_scores_gemma":[0.00203616,0.0006821076,0.0004767707,0.0008159632,0.00163516,0.000640409,0.0001483895,0.001707862,0.0002913109],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502769,"about_ca_system_score_gemma":0.01066332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002393842,"about_ca_topic_score_gemma":0.00618528,"domain_scores_codex":[0.993698,0.001884831,0.0008241361,0.001113655,0.0009644423,0.001514957],"domain_scores_gemma":[0.9950016,0.002207532,0.0006174896,0.0006332338,0.0006626164,0.0008774871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001023284,0.001001542,0.03612524,0.0001889392,0.0002889361,0.00001474205,0.2646511,0.000005247261,0.001344919,0.6561283,0.0345909,0.005557737],"study_design_scores_gemma":[0.001085586,0.000164911,0.08014253,0.0005492219,0.0003191346,0.00005619847,0.5141635,0.00002787084,0.00002666357,0.003967507,0.3982734,0.001223411],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677452,0.001896506,0.0001498994,0.01797884,0.004889955,0.0009811346,0.0002477889,0.0001164673,0.005994191],"genre_scores_gemma":[0.9677221,0.0005337211,0.001611375,0.0007491257,0.007144456,0.000106697,0.0002116087,0.00006939718,0.02185154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6521608,"threshold_uncertainty_score":0.999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08421893061522395,"score_gpt":0.4172144846877428,"score_spread":0.3329955540725189,"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."}}