{"id":"W1747851645","doi":"10.1002/9781118702796.ch9","title":"The Comprehensive Stuttering Program and Its Evidence Base","year":2012,"lang":"en","type":"other","venue":"","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Stuttering; Base (topology); Computer science; Linguistics; Psychology; Programming language; Mathematics; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008584894,0.0001989383,0.0001667425,0.0000619935,0.00009666031,0.0000678556,0.0001701195,0.0001049848,0.006728069],"category_scores_gemma":[0.00001991272,0.0001138576,0.00003975243,0.00005275632,0.00009104108,0.0000228648,0.0001530994,0.0001581587,0.001674281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001983912,"about_ca_system_score_gemma":0.0000118823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003353685,"about_ca_topic_score_gemma":0.00007493942,"domain_scores_codex":[0.9988884,0.00009363866,0.00009809634,0.0002819436,0.0001619571,0.0004759366],"domain_scores_gemma":[0.9991024,0.0002979487,0.00005306116,0.0003820251,0.00002343406,0.0001411008],"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":[0.0000607232,0.000190058,0.001633425,0.0001117177,0.0006328355,0.0001182905,0.0002284457,1.436677e-8,0.00003774963,0.002010633,0.6733641,0.321612],"study_design_scores_gemma":[0.0002601462,0.0001787348,0.006382583,0.0001691539,0.00002886506,0.00002661246,0.00010251,0.000001865364,0.0000112523,0.000008557212,0.9926912,0.0001385834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001404097,0.09528247,0.00001288846,0.0007722592,0.0008227132,0.001789636,0.0000208649,0.0003921449,0.8995029],"genre_scores_gemma":[0.01242644,0.001673637,0.0002541542,0.0001135648,0.0003558895,0.0006408161,0.000005106683,0.000184231,0.9843462],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3214734,"threshold_uncertainty_score":0.999103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362012096950427,"score_gpt":0.4295926321425036,"score_spread":0.2933914224474609,"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."}}