{"id":"W2128144746","doi":"10.1597/14-027","title":"The Americleft Speech Project: A Training and Reliability Study","year":2014,"lang":"en","type":"article","venue":"The Cleft Palate-Craniofacial Journal","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":186,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Institute of Dental and Craniofacial Research","keywords":"Training (meteorology); Reliability (semiconductor); Computer science; Psychology; Speech recognition; Reliability engineering; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00353503,0.0002117892,0.0002188315,0.00003497614,0.001343429,0.0003068504,0.0005245137,0.0001060259,0.00001787526],"category_scores_gemma":[0.0006902986,0.0001179319,0.0001286124,0.0001546092,0.0003935079,0.000009288043,0.0002186407,0.0005905465,0.00001213459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001707384,"about_ca_system_score_gemma":0.0001469385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008503727,"about_ca_topic_score_gemma":0.00006934189,"domain_scores_codex":[0.9975797,0.0007517306,0.0003876664,0.0003277264,0.0004126529,0.0005405172],"domain_scores_gemma":[0.9988601,0.0001659248,0.0001480953,0.0004876106,0.0001565352,0.000181731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000389615,0.0003197641,0.8013696,0.00001932592,0.0002361359,0.00003345925,0.006199257,0.00007550406,0.02872286,0.00009278837,0.001991574,0.1605501],"study_design_scores_gemma":[0.001909726,0.001278759,0.8719401,0.00002190238,0.0000732088,0.0009310107,0.006825285,0.0006174138,0.000129028,0.001323944,0.114509,0.0004406466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961089,0.00001383276,0.0001636532,0.001100461,0.0003462943,0.0004790581,0.000004410431,0.00001465784,0.00176868],"genre_scores_gemma":[0.997656,0.0005845829,0.00007888375,0.0001638317,0.001019127,0.00001139629,0.000002773473,0.00002828703,0.0004551195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1601095,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211161478689116,"score_gpt":0.3034517475449234,"score_spread":0.2813401327580323,"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."}}