{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00103225,0.0001865471,0.0003385315,0.0002935711,0.0003286287,0.00003599707,0.00006416364,0.0005232536,0.0005611823],"category_scores_gemma":[0.00009119235,0.0001843208,0.00002494661,0.0001257783,0.00001462477,0.0001113503,0.0005599728,0.000996879,0.00001798934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004892971,"about_ca_system_score_gemma":0.001041802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004071969,"about_ca_topic_score_gemma":0.000638257,"domain_scores_codex":[0.9977371,0.000321031,0.0008194062,0.0004019035,0.0002378389,0.0004827806],"domain_scores_gemma":[0.9991165,0.00008799253,0.0003058896,0.0002293623,0.000143986,0.0001162177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006463334,0.00002207809,0.9720229,0.002879448,0.00001416092,0.00004409629,0.00738978,0.000377155,0.0004783086,0.0003503622,0.0001211484,0.01623595],"study_design_scores_gemma":[0.0005724302,0.000004608029,0.9674395,0.004397574,0.000008837182,0.0000179213,0.001438179,0.02400203,0.000187627,0.001429753,0.0002320495,0.0002694496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986979,0.0001255101,0.004002222,0.0003111551,0.001852077,0.0007485344,0.000004300901,0.00006245056,0.005914714],"genre_scores_gemma":[0.9482058,0.0001298606,0.04967747,0.0007926287,0.0002867163,0.00002327125,0.00009522187,0.00002501692,0.0007640328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04567525,"threshold_uncertainty_score":0.7516383,"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."}}