{"id":"W1981181341","doi":"10.3109/02699206.2012.746397","title":"Early-stage chunking of finger tapping sequences by persons who stutter and fluent speakers","year":2012,"lang":"en","type":"article","venue":"Clinical Linguistics & Phonetics","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Toronto Rehabilitation Institute","keywords":"Chunking (psychology); Finger tapping; Psychology; Tapping; Audiology; Sequence (biology); Speech recognition; Linguistics; Cognitive psychology; Computer science; Biology; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.001051409,0.0002180147,0.0004206231,0.00006555117,0.0001139634,0.00004078963,0.0002015731,0.0001818096,0.0003586407],"category_scores_gemma":[0.002510537,0.0001972801,0.0001247966,0.000113687,0.0005765711,0.00001340628,0.0001606338,0.0004167069,0.00009926726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003244623,"about_ca_system_score_gemma":0.00003179908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001920707,"about_ca_topic_score_gemma":0.000004739454,"domain_scores_codex":[0.9977571,0.0002231009,0.0006586452,0.0003746995,0.000304436,0.0006819725],"domain_scores_gemma":[0.9974586,0.0014253,0.0002113929,0.0004007937,0.0001365733,0.0003673162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001757755,0.0009228032,0.969173,0.0000840566,0.0005737967,0.00006144783,0.006570973,0.000003350898,0.0002299011,0.005597762,0.01062308,0.005984112],"study_design_scores_gemma":[0.00238218,0.001204933,0.8412329,0.0002299572,0.0003032908,0.000006474371,0.00137703,0.0001075635,0.0007189721,0.0007544958,0.1510806,0.0006016254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840386,0.002342006,0.0004192235,0.0001063119,0.002176904,0.000251163,0.00009456543,0.00005230469,0.01051895],"genre_scores_gemma":[0.9941317,0.0001608902,0.001922365,0.0002789351,0.001198018,0.00001486083,0.000008788631,0.00004286776,0.002241564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404575,"threshold_uncertainty_score":0.8044847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07753567145966077,"score_gpt":0.4186772992164438,"score_spread":0.341141627756783,"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."}}