{"id":"W4234199716","doi":"10.32920/ryerson.14645832","title":"Emotion regulation in infants using maternal singing and speech","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Infant Health and Development","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Singing; Psychology; Arousal; Developmental psychology; Distress; Audiology; Intonation (linguistics); Communication; Medicine; Social psychology; Clinical psychology; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000235,0.0002456972,0.0002742825,0.0001158972,0.0001270247,0.0003213027,0.0001207621,0.0002029194,0.0007082854],"category_scores_gemma":[0.0006447686,0.00009279556,0.0002205292,0.00006669566,0.0002965367,0.0001347255,0.0003495992,0.0004287018,0.000120392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589507,"about_ca_system_score_gemma":0.0001390257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000422344,"about_ca_topic_score_gemma":0.000687455,"domain_scores_codex":[0.9997826,0.00007164932,0.00001094658,0.00005042616,0.00005393849,0.0000303033],"domain_scores_gemma":[0.9998819,0.00003028273,0.00003988163,0.00001147435,0.00001517665,0.0000213344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001208217,0.0002758358,0.01615343,0.0002903266,0.00004407841,0.0006533596,0.002649931,0.0000732527,0.9416669,0.0002768515,0.0002271109,0.03648071],"study_design_scores_gemma":[0.00005163225,0.006720212,0.8065403,0.0001370449,0.0001716379,0.001984906,0.002579411,0.001354992,0.1753145,0.0005270896,0.004574587,0.00004377691],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970599,0.0006252282,0.0008021898,0.00003734505,0.00001295311,0.00002268715,0.00003905097,0.00001337136,0.001387155],"genre_scores_gemma":[0.996583,0.0007153822,0.001497012,0.00006861109,0.00001384272,0.0001135588,0.00006722361,0.000004810419,0.0009363758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007082854,"threshold_uncertainty_score":0.002369463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08080281091135742,"score_gpt":0.4298275729650672,"score_spread":0.3490247620537098,"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."}}