{"id":"W3030134978","doi":"10.2196/15348","title":"The Sign 4 Little Talkers Intervention to Improve Listening, Understanding, Speaking, and Behavior in Hearing Preschool Children: Outcome Evaluation","year":2020,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Bedfordshire","keywords":"Active listening; Psychology; Feeling; Vocabulary; Developmental psychology; Sign language; Intervention (counseling); Spoken language; Hearing loss; Language development; Audiology; Medicine; Social psychology; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001687714,0.0007314472,0.0008310003,0.0006431858,0.0003481586,0.0002943065,0.0007187931,0.0006258428,0.00377106],"category_scores_gemma":[0.001784078,0.000205692,0.0007767995,0.0002050894,0.0004417635,0.0003593262,0.0008723394,0.0005741455,0.0002117472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008441697,"about_ca_system_score_gemma":0.002526697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003485607,"about_ca_topic_score_gemma":0.007684549,"domain_scores_codex":[0.9990479,0.000398115,0.000089065,0.00007016574,0.0002582104,0.0001364654],"domain_scores_gemma":[0.9990043,0.0002209697,0.0001965088,0.00005361065,0.0001303917,0.0003942351],"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":[0.1939283,0.140389,0.05709015,0.005137695,0.0009263696,0.002219695,0.003104252,0.00361835,0.03290422,0.0006610345,0.005358776,0.5546622],"study_design_scores_gemma":[0.04649346,0.6380399,0.2826927,0.0007352072,0.001207146,0.0007385748,0.00184636,0.002015102,0.02132146,0.0002747454,0.004553859,0.00008140459],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976833,0.0001794559,0.0002063088,0.00005203142,0.0000192088,0.0009593298,0.0002031275,0.00005130497,0.0006458276],"genre_scores_gemma":[0.9861624,0.0004993302,0.004477559,0.00006705662,0.00002171206,0.005630967,0.0006125995,0.00001128083,0.002517074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00377106,"threshold_uncertainty_score":0.0126155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08937487206601644,"score_gpt":0.3761914336060658,"score_spread":0.2868165615400494,"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."}}