{"id":"W3112436886","doi":"10.12957/transversos.2020.55109","title":"ESCREVENDO E TRANSFORMANDO MUNDOS.","year":2020,"lang":"pt","type":"article","venue":"Revista Transversos","topic":"Linguistics and Education Research","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Art; Humanities","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002607429,0.0003571064,0.0005118596,0.00009120096,0.0006089126,0.000936752,0.0004702944,0.0001066107,0.02177808],"category_scores_gemma":[0.00009128096,0.0003398011,0.0004056186,0.0001603855,0.0002587876,0.0001663696,0.00002155566,0.000542788,0.001868629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005860385,"about_ca_system_score_gemma":0.0002902148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002087438,"about_ca_topic_score_gemma":0.00003863672,"domain_scores_codex":[0.9976575,0.0001238885,0.0005933468,0.0004677151,0.0005256651,0.0006318407],"domain_scores_gemma":[0.9986921,0.0001154758,0.00008888405,0.0002955851,0.0002306635,0.0005773116],"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":[0.0004772648,0.0004490148,0.0002628059,0.004908653,0.0005432276,0.0001129755,0.2293235,0.00001720517,0.0001957693,0.5964623,0.1565338,0.01071349],"study_design_scores_gemma":[0.001257329,0.0002703819,0.00003940515,0.0001616769,0.0001945766,0.000002232706,0.006517014,0.0008114717,0.00008018037,0.00005176698,0.9902015,0.0004125156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05188949,0.03303579,0.006370615,0.1172591,0.005169928,0.005917904,0.004487278,0.0007740709,0.7750958],"genre_scores_gemma":[0.971959,0.001932977,0.00003606299,0.001814544,0.002975406,0.00002678112,0.0001139247,0.00007358471,0.02106771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9200695,"threshold_uncertainty_score":0.9999054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103940332194746,"score_gpt":0.2961006695328344,"score_spread":0.1921603373380883,"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."}}