{"id":"W2007951263","doi":"10.1016/j.jfludis.2010.04.002","title":"Five-year longitudinal treatment outcomes of the ISTAR Comprehensive Stuttering Program","year":2010,"lang":"en","type":"article","venue":"Journal of Fluency Disorders","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stuttering; Psychology; Developmental psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.00009843461,0.0001752103,0.0003338268,0.0001116118,0.00009993854,0.00002376077,0.0003252962,0.00005855287,0.000383229],"category_scores_gemma":[0.00004643318,0.00009866731,0.0003480506,0.0001465073,0.0002019992,0.00007134122,0.00004947064,0.0002865522,0.00002587351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000536989,"about_ca_system_score_gemma":0.00006996333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002899517,"about_ca_topic_score_gemma":0.0001582881,"domain_scores_codex":[0.9987252,0.00007410594,0.0004010701,0.0001514624,0.0003356667,0.000312479],"domain_scores_gemma":[0.9989608,0.0001288633,0.0002949002,0.0003643191,0.0001492559,0.0001018896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000181609,0.001690361,0.9580541,0.00001643226,0.0009504265,0.00004467104,0.001503069,0.00001760734,0.0009315156,0.000491975,0.0004077263,0.03571047],"study_design_scores_gemma":[0.002194161,0.001456041,0.9901209,0.00002074452,0.00008299507,0.00004091548,0.0009094716,0.000002153427,0.000199199,0.0004690964,0.004415967,0.00008831248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951902,0.0002780027,0.000009572476,0.001090802,0.0009655897,0.0003741533,0.00001260401,0.00001264035,0.002066406],"genre_scores_gemma":[0.9987039,0.00006090041,0.0005885158,0.00003250437,0.00006372307,0.00002604778,7.387969e-7,0.0000162474,0.000507455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03562215,"threshold_uncertainty_score":0.4196088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459712325409372,"score_gpt":0.3621710434108962,"score_spread":0.3375739201568025,"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."}}