{"id":"W1969284226","doi":"10.3109/02699200903581091","title":"A multi-dimensional approach to gradient change in phonological acquisition: A case study of disordered speech development","year":2010,"lang":"en","type":"article","venue":"Clinical Linguistics & Phonetics","topic":"Language Development and Disorders","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Psychology; Covert; Phonological development; Voice-onset time; Perspective (graphical); Phonetics; Speech recognition; Linguistics; Audiology; Cognitive psychology; Phonology; Computer science; Artificial intelligence; Voice","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":[0.000634934,0.0005821624,0.0004329795,0.00167212,0.001555001,0.0008147361,0.0004792015,0.0009165725,0.0005864322],"category_scores_gemma":[0.004009307,0.0004092857,0.0002635158,0.000874754,0.002315719,0.0006900383,0.001513289,0.001341616,0.000119543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006599419,"about_ca_system_score_gemma":0.0006423392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005875317,"about_ca_topic_score_gemma":0.01058422,"domain_scores_codex":[0.9991975,0.0002322731,0.0001032893,0.0001291581,0.0002038858,0.0001338897],"domain_scores_gemma":[0.9986999,0.0007030631,0.0002612966,0.0001003498,0.00008760867,0.000147694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002912197,0.0005235369,0.2684885,0.0002681716,0.00003247469,0.600645,0.07683529,0.0005451461,0.0192358,0.003005516,0.0004248227,0.02970459],"study_design_scores_gemma":[0.00002031989,0.0004630341,0.1607355,0.00003901915,0.00003630096,0.8117661,0.01827455,0.001312163,0.005157493,0.0009026997,0.001247774,0.00004497428],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998281,0.0001107536,0.0006539045,0.0001129827,0.000004159563,0.00002428591,0.00001705777,0.00001062366,0.0007853442],"genre_scores_gemma":[0.9983229,0.0000824121,0.001304313,0.00003250598,0.000004741906,0.00001607032,0.000009890259,0.000007500277,0.000219621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005875317,"threshold_uncertainty_score":0.01168227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116143861780585,"score_gpt":0.4089054503164034,"score_spread":0.2927615885358184,"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."}}