{"id":"W4401842411","doi":"10.1016/j.jfludis.2024.106076","title":"A theory building critical realist evaluation of an integrated cognitive-behavioural fluency enhancing stuttering treatment for school-age children. Part 1: Development of a preliminary program theory from expert speech-language pathologist data.","year":2024,"lang":"en","type":"article","venue":"Journal of Fluency Disorders","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Women and Children's Health Research Institute","keywords":"Stuttering; Fluency; Psychology; Cognition; Developmental psychology; Cognitive psychology; Mathematics education; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.002817665,0.0003320497,0.0005238918,0.0003448459,0.0001372312,0.00008350506,0.0004311293,0.000114174,0.0003563153],"category_scores_gemma":[0.001165063,0.000249638,0.000202909,0.0002267689,0.000280537,0.0003565428,0.00009378234,0.000276316,0.000004503193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197199,"about_ca_system_score_gemma":0.0005553546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000447082,"about_ca_topic_score_gemma":0.0001499234,"domain_scores_codex":[0.9964144,0.0008561421,0.001077791,0.000535171,0.0006491703,0.000467353],"domain_scores_gemma":[0.9978485,0.0008545433,0.000298928,0.0004763197,0.0003294069,0.0001922644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002727068,0.003575703,0.004400044,0.00009032475,0.001388222,0.0002966847,0.01642,0.000008921944,0.00975027,0.00028065,0.00004360255,0.9610185],"study_design_scores_gemma":[0.02297205,0.03107547,0.723674,0.01036926,0.006203028,0.0006707605,0.1145736,0.001148425,0.06105468,0.02593513,0.0003331356,0.001990444],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768823,0.01123492,0.009397666,0.00006468303,0.0004250957,0.001330424,0.0005049527,0.00005337394,0.0001065364],"genre_scores_gemma":[0.9769151,0.0001107245,0.02199266,0.00002003997,0.0001100507,0.0003324888,0.0004505123,0.00004901992,0.00001939555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9590281,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015141948324568,"score_gpt":0.4561589131417834,"score_spread":0.3546447183093266,"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."}}