{"id":"W4233247370","doi":"10.47749/t/unicamp.2008.421605","title":"Alterações de fala em escolares","year":2008,"lang":"pt","type":"dissertation","venue":"","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Public Safety Research and Treatment","funders":"","keywords":"Psychology; Perception; Articulation (sociology); Speech therapy; Mathematics education; Audiology; Medicine","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":[0.000134478,0.0004999817,0.0004756827,0.0003208145,0.0003227242,0.0001250111,0.0003802883,0.0004886715,0.009362933],"category_scores_gemma":[0.00007080328,0.0004470033,0.0002780988,0.0001909402,0.00005598836,0.00005591488,0.00004549079,0.0005270171,0.005750326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00020375,"about_ca_system_score_gemma":0.0002652231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002674042,"about_ca_topic_score_gemma":0.00116634,"domain_scores_codex":[0.9971887,0.0002352665,0.000394688,0.0007263321,0.0004259622,0.001029057],"domain_scores_gemma":[0.9985508,0.000238053,0.0001278976,0.0006164677,0.0001227996,0.0003439555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004870366,0.007997234,0.227266,0.001389551,0.009068605,0.0162865,0.1658536,0.00002877599,0.003066787,0.00330549,0.2886134,0.2722537],"study_design_scores_gemma":[0.004789605,0.002181311,0.9361027,0.0004740102,0.0002675884,0.0005252291,0.02633129,0.0001010484,0.006509048,0.0003104393,0.02104448,0.00136326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271205,0.003420145,0.0001531098,0.0001521235,0.001158367,0.0006877988,0.00007173123,0.0001259242,0.06711028],"genre_scores_gemma":[0.7714788,0.00118033,0.0002380002,0.0002187251,0.0002168249,0.0003099589,0.0008744532,0.00007475154,0.2254081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7088367,"threshold_uncertainty_score":0.9997982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03514303257944525,"score_gpt":0.3856134635937742,"score_spread":0.350470431014329,"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."}}