{"id":"W4383504724","doi":"10.13102/sitientibus.vi37.7791","title":"PALLE – PROJETO APRIMORAMENTO EM LÍNGUA E LITERATURA ESTRANGEIRAS: UMA EXPERIÊNCIA COM A FORMAÇÃO CONTINUADA","year":2022,"lang":"pt","type":"article","venue":"Sitientibus","topic":"Linguistics and Education Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Humanities; Philosophy","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005906456,0.0004387362,0.000466991,0.0003363752,0.00276234,0.002983613,0.0006723306,0.00008830482,0.02694703],"category_scores_gemma":[0.00008859285,0.0004536592,0.0002746682,0.0002470915,0.0002158004,0.000226568,0.000563772,0.0007946868,0.000305408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003789909,"about_ca_system_score_gemma":0.0005217347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009269217,"about_ca_topic_score_gemma":0.0002544485,"domain_scores_codex":[0.996138,0.0002580322,0.0007247148,0.0006559255,0.001150351,0.001072968],"domain_scores_gemma":[0.9980238,0.0001128067,0.0002483408,0.0006637209,0.0006385934,0.0003127384],"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":[0.0003557674,0.002057677,0.0008233666,0.000550792,0.00033557,0.0003283138,0.6934888,0.00002313623,0.0001114842,0.06467783,0.2292534,0.007993846],"study_design_scores_gemma":[0.0009464841,0.0005872787,0.0001173662,0.00008307782,0.0000546238,0.00001520847,0.2169141,0.001000113,0.00004615578,0.0003507077,0.7793586,0.000526273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282655,0.006334844,0.00002778963,0.001201837,0.01179626,0.001861222,0.002339891,0.0001770096,0.04799567],"genre_scores_gemma":[0.8232269,0.00003374225,0.00003134468,0.0007427001,0.001330092,0.0003306888,0.0007834086,0.00007003896,0.1734511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5501052,"threshold_uncertainty_score":0.9997915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455908751532718,"score_gpt":0.298801811686244,"score_spread":0.2542427241709169,"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."}}