{"id":"W4399282961","doi":"10.15760/honors.1477","title":"The Intersectionality of Stuttering and Aging","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Portland State University","keywords":"Stuttering; Intersectionality; Psychology; Linguistics; Sociology; Gender studies; Developmental psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000169797,0.00007359085,0.0000912344,0.00004674068,0.000168695,0.00001829973,0.00008725757,0.00002685161,0.002751508],"category_scores_gemma":[0.00001417194,0.00005019102,0.00004036268,0.00004533252,0.00002660454,0.00001033201,0.00004294337,0.0001506999,0.000008033167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003332553,"about_ca_system_score_gemma":0.00001557073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155413,"about_ca_topic_score_gemma":0.0004884647,"domain_scores_codex":[0.9994012,0.00005652239,0.0001246912,0.0001523181,0.0001406971,0.0001246225],"domain_scores_gemma":[0.9995744,0.0001687924,0.00005656221,0.0001577288,0.00002052443,0.00002201696],"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":[0.001786938,0.0005314379,0.05759921,0.0005198094,0.004129318,0.0001383405,0.03615387,0.000002513914,0.001466494,0.04857188,0.01321694,0.8358833],"study_design_scores_gemma":[0.0007247808,0.0003324118,0.9062567,0.00005171751,0.0000600991,0.00002441656,0.04970394,0.000003151053,0.0006142677,0.002034277,0.03998712,0.0002071007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8870519,0.001325774,0.000006170402,0.0001276281,0.001010362,0.0001509077,0.00001043128,0.00001777421,0.110299],"genre_scores_gemma":[0.942677,0.00006497144,0.00001249532,0.00001459383,0.00003186505,0.0001295772,0.00007008381,0.00001058291,0.05698879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8486575,"threshold_uncertainty_score":0.9981601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638512521519035,"score_gpt":0.4031561238868627,"score_spread":0.3767709986716723,"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."}}