{"id":"W2809516172","doi":"10.1044/2018_jslhr-s-17-0353","title":"Stuttering and Labor Market Outcomes in the United States","year":2018,"lang":"en","type":"article","venue":"Journal of Speech Language and Hearing Research","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; McGill University","keywords":"Stuttering; Earnings; Psychology; Propensity score matching; Demography; Developmental psychology; Medicine; Economics; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.003053445,0.00008420808,0.0001764279,0.0005542955,0.0001531533,0.0001462681,0.0001933999,0.000043792,0.0004268205],"category_scores_gemma":[0.0002165011,0.00004911287,0.00002510654,0.0003612668,0.0002208012,0.00007408297,0.0001269505,0.000537867,0.00001503407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000358559,"about_ca_system_score_gemma":0.00002458129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134994,"about_ca_topic_score_gemma":0.0001840987,"domain_scores_codex":[0.9984501,0.0003203931,0.0002156613,0.0001352884,0.0004570856,0.0004214849],"domain_scores_gemma":[0.9987783,0.0007322142,0.00004230265,0.0001845504,0.0001577295,0.0001048719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000479659,0.0002122298,0.8984928,0.00004866617,0.0001630919,0.003429944,0.04279829,2.354491e-7,0.0008273671,0.0002273276,0.003250764,0.05006963],"study_design_scores_gemma":[0.001069646,0.0008385932,0.9686247,0.00007977016,0.000006412703,0.0003709108,0.02532278,0.00001614436,0.0002558298,0.0003309975,0.003025699,0.00005852835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933147,0.001068636,0.000002408556,0.003476626,0.00005918701,0.0001362623,0.00000412582,0.000004814594,0.001933188],"genre_scores_gemma":[0.9978538,0.0003347779,0.0002386773,0.0001935996,0.000229577,0.000006106744,9.506491e-7,0.00001042412,0.001132123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07013189,"threshold_uncertainty_score":0.4673385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08187432319204903,"score_gpt":0.4557816525648782,"score_spread":0.3739073293728292,"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."}}