{"id":"W4393200889","doi":"10.1080/17549507.2024.2327472","title":"Contemporary clinical conversations about stuttering: What does brain imaging research mean to clinicians?","year":2024,"lang":"en","type":"article","venue":"International Journal of Speech-Language Pathology","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Speech and Stuttering Institute","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Stuttering; Psychology; Neuroimaging; Clinical neuroscience; Cognitive science; Neuroscience; Cognitive psychology; Developmental psychology; Neurology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0510045,0.0007415179,0.00123702,0.002468198,0.0131905,0.0116795,0.002012057,0.01389085,0.004009857],"category_scores_gemma":[0.1403948,0.0008976878,0.0004204271,0.002088126,0.02599747,0.02188529,0.008479993,0.01423114,0.001237889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006186097,"about_ca_system_score_gemma":0.009580935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561593,"about_ca_topic_score_gemma":0.003472637,"domain_scores_codex":[0.9392504,0.05091508,0.002770367,0.001791806,0.003497152,0.001775089],"domain_scores_gemma":[0.8589202,0.1034822,0.01530558,0.001930899,0.01028901,0.01007213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002567067,0.0002242728,0.01055426,0.002725859,0.00006063541,0.005586273,0.7942081,0.0001610511,0.003424983,0.0290422,0.04258726,0.1111684],"study_design_scores_gemma":[0.00003016181,0.0001594548,0.003846546,0.005186579,0.0000349637,0.006003985,0.8954867,0.0002075055,0.0007761013,0.02507229,0.0630441,0.0001517787],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06381091,0.0376128,0.004289042,0.8799621,0.002584115,0.00009001023,0.00003680246,0.00006920312,0.01154494],"genre_scores_gemma":[0.7481188,0.04605218,0.008253065,0.1909871,0.003948139,0.0003892396,0.00005966524,0.0001108596,0.002080859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0510045,"threshold_uncertainty_score":0.2697408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243752572102141,"score_gpt":0.5387811479592591,"score_spread":0.414405890749045,"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."}}