{"id":"W4224245370","doi":"10.1016/j.jcomdis.2022.106216","title":"What do Speech-Language Pathologists want to know when assessing early vocal development in children who are deaf/hard-of-hearing?","year":2022,"lang":"en","type":"article","venue":"Journal of Communication Disorders","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Variety (cybernetics); Clinical Practice; Language development; Medical education; Audiology; Speech-Language Pathology; Applied psychology; Developmental psychology; Medicine; Computer science; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001231967,0.0001651525,0.0004911725,0.0004978091,0.0001830822,0.00009376246,0.0006200888,0.00006898175,0.0001551213],"category_scores_gemma":[0.0002310698,0.0001570225,0.0001420569,0.0004014761,0.00007537555,0.0004745099,0.0003449411,0.0007863648,0.000006112191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002339421,"about_ca_system_score_gemma":0.0002928707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001216564,"about_ca_topic_score_gemma":0.0002177594,"domain_scores_codex":[0.9978154,0.0003247822,0.000817381,0.0001637188,0.0006297249,0.0002489463],"domain_scores_gemma":[0.9983826,0.00009975598,0.0006168069,0.000610106,0.0001622718,0.0001284669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002394216,0.0008618726,0.781925,0.00003775311,0.000115822,0.00002619758,0.02230481,0.0004941767,0.0008011301,0.00003360639,0.001001342,0.1921588],"study_design_scores_gemma":[0.002109694,0.0003204455,0.9540677,0.0008955188,0.0000520232,0.0001336642,0.03537429,0.00003712707,0.0004212283,0.000286713,0.006093476,0.0002081178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827979,0.009623259,0.0002457785,0.00650159,0.00009961681,0.0003631634,0.000002240034,0.00001488314,0.0003515299],"genre_scores_gemma":[0.9874184,0.002666628,0.009098846,0.0006107793,0.00001957417,0.00001787914,0.00001646889,0.00002756136,0.0001238596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919507,"threshold_uncertainty_score":0.6403193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193985537897388,"score_gpt":0.3087105520702824,"score_spread":0.2893119982805435,"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."}}