{"id":"W7106363321","doi":"10.1590/1980531411454_pt","title":"DISPOSITIVOS DE PESQUISA-FORMAÇÃO PARA PROFISSIONALIZAR OS(AS) PROFESSORES(AS)","year":2025,"lang":"","type":"article","venue":"Cadernos de Pesquisa","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Context (archaeology); Work (physics); Process (computing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0113148,0.000303705,0.0003039565,0.001450079,0.00511015,0.006306564,0.001417951,0.00138194,0.02624883],"category_scores_gemma":[0.01768381,0.0003825568,0.0003916367,0.001443321,0.002788872,0.002846414,0.005033942,0.001842604,0.004049441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005467351,"about_ca_system_score_gemma":0.02169302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01634705,"about_ca_topic_score_gemma":0.03754393,"domain_scores_codex":[0.9898392,0.005361994,0.0004265586,0.0008084715,0.002260521,0.001303236],"domain_scores_gemma":[0.980617,0.004585145,0.002543668,0.001497064,0.00529999,0.005457143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003504351,0.001051559,0.1030863,0.001682291,0.0001063874,0.0007619714,0.06845257,0.001568977,0.008759092,0.1775347,0.05387568,0.5827701],"study_design_scores_gemma":[0.0001186985,0.001076523,0.08793855,0.00114115,0.0001123679,0.0004340504,0.05197711,0.0009569585,0.004067056,0.02412431,0.8279418,0.0001114301],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.453752,0.007764665,0.0370735,0.0882041,0.000969185,0.001099888,0.0005916596,0.0009103827,0.4096345],"genre_scores_gemma":[0.9087159,0.003089451,0.01438059,0.002291652,0.0002222131,0.0003215747,0.000132049,0.00006697446,0.0707797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02624883,"threshold_uncertainty_score":0.08781111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613456147334605,"score_gpt":0.4459813002819656,"score_spread":0.4098467388086195,"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."}}