{"id":"W4200628079","doi":"10.22456/2316-2171.103242","title":"AVALIAÇÃO DA PRODUÇÃO DISCURSIVA ORAL NO ENVELHECIMENTO E SUA RELAÇÃO COM ESCOLARIDADE E HÁBITOS DE LEITURA E ESCRITA: UMA REVISÃO SISTEMÁTICA","year":2021,"lang":"pt","type":"article","venue":"Estudos Interdisciplinares sobre o Envelhecimento","topic":"Linguistics and Education Research","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Psychology; Humanities; Reading (process); Medicine; Philosophy; Linguistics","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":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002138059,0.001721302,0.001903297,0.0005935853,0.003133075,0.005143824,0.002142828,0.0006239786,0.01088014],"category_scores_gemma":[0.001526361,0.001655519,0.0011104,0.0006259456,0.001156521,0.000761647,0.004056951,0.002283216,0.003883636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081083,"about_ca_system_score_gemma":0.001806158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008488812,"about_ca_topic_score_gemma":0.001781452,"domain_scores_codex":[0.9882073,0.001152154,0.002528228,0.002741907,0.002364267,0.00300615],"domain_scores_gemma":[0.9917777,0.0006504242,0.0008033247,0.002811001,0.002526352,0.001431188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001162621,0.01061244,0.01229314,0.004673006,0.004159962,0.002321622,0.1959377,0.0001068527,0.008470745,0.1768651,0.5796694,0.003727428],"study_design_scores_gemma":[0.005388068,0.002176171,0.005656967,0.006584725,0.001941627,0.0002311207,0.1314916,0.002736092,0.007701074,0.005504482,0.82581,0.004778103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3518843,0.03710739,0.002176702,0.1197555,0.06511977,0.01431364,0.00596384,0.002092722,0.4015861],"genre_scores_gemma":[0.7340043,0.0004412361,0.0005668067,0.000883746,0.003875385,0.0005172339,0.0008069611,0.0003407894,0.2585635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.38212,"threshold_uncertainty_score":0.9995533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05844143770795284,"score_gpt":0.3426004754403365,"score_spread":0.2841590377323837,"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."}}