{"id":"W329480554","doi":"","title":"Ensinar Gramática pela Abordagem Ativa de Descoberta","year":2012,"lang":"pt","type":"article","venue":"Dialnet (Universidad de la Rioja)","topic":"Linguistics and Education Research","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portuguese; Syllabus; Lingua franca; Grammar; Linguistics; Sociology; Humanities; Computer science; Pedagogy; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009502093,0.0003295187,0.0003363053,0.0003613968,0.00104542,0.0007008406,0.0004652877,0.0002797992,0.008822391],"category_scores_gemma":[0.0004932522,0.0003633401,0.0002016348,0.0002217762,0.0006625547,0.0003261637,0.0001823158,0.0006384428,0.001023555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147833,"about_ca_system_score_gemma":0.0006447335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004235881,"about_ca_topic_score_gemma":0.0004997503,"domain_scores_codex":[0.9971783,0.0005010341,0.0002459852,0.0003352231,0.0004187922,0.001320685],"domain_scores_gemma":[0.9974695,0.0008482493,0.0001465463,0.0004863783,0.0003138117,0.0007354621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008037273,0.0005930213,0.01344756,0.0001336995,0.000186599,0.00009873558,0.1386018,0.000009184027,0.00007717355,0.7413893,0.1031578,0.002224846],"study_design_scores_gemma":[0.0006705222,0.0001129046,0.02706772,0.00009461975,0.0001977178,0.0000233207,0.03174983,0.0006320153,0.00006784237,0.002707976,0.9361489,0.0005266281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.518135,0.001755757,0.0002939487,0.002546587,0.00228639,0.0003755149,0.0001603878,0.0001137596,0.4743327],"genre_scores_gemma":[0.9127218,0.0003509596,0.0003945522,0.0003980677,0.002918337,0.000006283304,0.00006169608,0.00006531246,0.08308305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8329911,"threshold_uncertainty_score":0.9998819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320495407951338,"score_gpt":0.3014187279074971,"score_spread":0.2682137738279837,"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."}}