{"id":"W4386966972","doi":"10.31234/osf.io/etqs7","title":"Evidence for infant-directed speech preference is consistent across large-scale, multi-site replication and meta-analysis","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Language Development and Disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; National Institutes of Health; Koneen Säätiö; European Commission; James S. McDonnell Foundation","keywords":"Generalizability theory; Replication (statistics); Meta-analysis; Preference; Robustness (evolution); Psychology; Population; Cognitive psychology; Econometrics; Computer science; Statistics; Developmental psychology; Biology; Demography; Mathematics; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1197516,0.003126924,0.01004526,0.004691783,0.001064955,0.007362842,0.004014539,0.003528792,0.003004411],"category_scores_gemma":[0.2871318,0.002174955,0.03264813,0.006028634,0.003161101,0.003966793,0.002622452,0.002926433,0.0006509024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794226,"about_ca_system_score_gemma":0.00257485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004115386,"about_ca_topic_score_gemma":0.005928593,"domain_scores_codex":[0.8973785,0.06974711,0.01590601,0.01114611,0.004843073,0.0009791846],"domain_scores_gemma":[0.7035207,0.2301648,0.02043466,0.03588795,0.008872193,0.001119741],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002563351,0.0000535445,0.04747317,0.06674032,0.8619567,0.0002933237,0.0005473529,0.001183806,0.001088217,0.0007983705,0.001137645,0.01616421],"study_design_scores_gemma":[0.0009329277,0.0005743616,0.03353946,0.01057361,0.943541,0.000271702,0.0003438827,0.00087892,0.001199244,0.003787656,0.004269305,0.00008801631],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1047371,0.8284948,0.05075742,0.003656443,0.001841871,0.001902146,0.004385651,0.0007956648,0.003428941],"genre_scores_gemma":[0.8931253,0.06821616,0.02838355,0.003154375,0.000595793,0.002362832,0.003106693,0.0004691661,0.0005860915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8802484,"threshold_uncertainty_score":0.6333144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3845572891424837,"score_gpt":0.4518773510461641,"score_spread":0.06732006190368045,"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."}}