{"id":"W4294591210","doi":"10.1111/cdev.13833","title":"Variation in caregivers' references to their toddlers: Child-directed speech in Vanuatu and Canada","year":2022,"lang":"en","type":"article","venue":"Child Development","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Psychology; Variation (astronomy); Developmental psychology; Toddler; Child development","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005001344,0.0001474898,0.0002039623,0.0003686645,0.0005570345,0.00005220352,0.0003201699,0.00006160526,0.0001496484],"category_scores_gemma":[0.0001681612,0.0001552376,0.00001280645,0.0009037511,0.00004141482,0.0001196415,0.0003077315,0.0002519508,0.000004036167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242773,"about_ca_system_score_gemma":0.001330851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3254721,"about_ca_topic_score_gemma":0.9593967,"domain_scores_codex":[0.9983726,0.0001007346,0.0003004725,0.0003940507,0.000439493,0.000392636],"domain_scores_gemma":[0.9996057,0.00007180103,0.00006396719,0.0001197024,0.00003452502,0.0001043079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002014217,0.000498225,0.3391091,0.0000429701,0.0001053368,0.0003147203,0.3825663,0.0001786517,0.00002305685,0.0238627,0.0116061,0.2414915],"study_design_scores_gemma":[0.0004932852,0.00002016394,0.69629,0.0000500958,0.000001346484,0.000007277855,0.01614371,0.000004824083,0.0001033128,0.0007228787,0.2858374,0.0003257886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.928391,0.0001473745,0.00000537136,0.006019463,0.0003481191,0.0004732383,0.000008917345,0.00009452242,0.06451201],"genre_scores_gemma":[0.9980924,0.00004396426,0.0006148974,0.000606737,0.00002415505,0.00007087659,0.00002600777,0.000008045839,0.0005128931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6339245,"threshold_uncertainty_score":0.6790196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248164046020094,"score_gpt":0.2222007503832,"score_spread":0.2097191099229991,"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."}}