{"id":"W4322772632","doi":"","title":"TRABALHO DOCENTE E TRANSFORMÇÃO PEDAGÓGICA DA MATÉRIA:ALGUNS ELEMENTOS DA GESTÃO DOS CONTEÚDOS NO CONTEXTO DA SALA DE AULA 1","year":2007,"lang":"pt","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.02834691,0.001135456,0.001207904,0.0005228677,0.002813105,0.002515411,0.003925623,0.001409743,0.009204011],"category_scores_gemma":[0.005426478,0.001274986,0.0008130019,0.001199236,0.001592036,0.001159433,0.0007395097,0.002794261,0.001071672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007908632,"about_ca_system_score_gemma":0.003106151,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02167713,"about_ca_topic_score_gemma":0.03312458,"domain_scores_codex":[0.9742256,0.01781597,0.002147798,0.002064202,0.001802323,0.0019441],"domain_scores_gemma":[0.9807783,0.007789916,0.002699862,0.003095687,0.004395049,0.001241231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006091845,0.006364025,0.0219937,0.001037541,0.001266544,0.00006141832,0.5116006,0.00005758463,0.004201672,0.3243488,0.02416152,0.1042974],"study_design_scores_gemma":[0.002745565,0.000007269195,0.007058544,0.002782804,0.000589005,0.00004139214,0.02605432,0.001800093,0.008068381,0.002666523,0.9461718,0.002014354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1731364,0.005738411,0.07016596,0.1149365,0.004113002,0.004607487,0.0008517475,0.000900281,0.6255503],"genre_scores_gemma":[0.8653747,0.008373556,0.006724362,0.001311213,0.0003791052,0.0003196311,0.001360537,0.0001572434,0.1159996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9220102,"threshold_uncertainty_score":0.9998866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08716892895347898,"score_gpt":0.3780552191895968,"score_spread":0.2908862902361178,"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."}}