{"id":"W2941889428","doi":"10.1121/1.5101455","title":"Quantifying child directed speech cross-culturally across development","year":2019,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Replicate; Utterance; Psychology; Language development; Developmental psychology; Linguistics; Demography; Sociology; Mathematics; Statistics","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":[0.0007447755,0.0001700456,0.0003368001,0.00001147603,0.0003013885,0.00003875314,0.0008311858,0.00009873287,0.0008910297],"category_scores_gemma":[0.0001388238,0.0000809693,0.0003481119,0.0003184576,0.0004423306,0.00009027028,0.000216174,0.0005153029,0.0001064564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006008119,"about_ca_system_score_gemma":0.00008207162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005707796,"about_ca_topic_score_gemma":0.00000251718,"domain_scores_codex":[0.9982763,0.000126693,0.0005654381,0.0001260424,0.0005162369,0.0003893125],"domain_scores_gemma":[0.9985062,0.0003132507,0.0005673998,0.0003080376,0.0002332751,0.00007181438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002896274,0.002019141,0.1742989,0.0003832306,0.005902069,0.00002915809,0.3006211,0.003745488,0.04851536,0.00007294447,0.1995107,0.2620057],"study_design_scores_gemma":[0.004862159,0.0004237795,0.8468443,0.0003990124,0.0003511521,0.0005383951,0.07531422,0.002650785,0.005768155,0.0001822355,0.06178604,0.0008797874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893838,0.0006115843,0.003502598,0.002332458,0.0009573743,0.000213816,0.000005013979,0.00002961858,0.002963785],"genre_scores_gemma":[0.9778854,0.00007794056,0.01805055,0.001997312,0.0001159582,0.000001279732,0.00000152217,0.0000201794,0.001849828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6725454,"threshold_uncertainty_score":0.975615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833541774462252,"score_gpt":0.3256857463176883,"score_spread":0.3073503285730658,"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."}}