{"id":"W7104437489","doi":"10.71781/18651","title":"Variation in early language experiences and their impact on general language and memory abilities","year":2024,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Language Development and Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université de Montréal; McGill University","keywords":"Variation (astronomy); Verbal learning; First language; Language acquisition; Language development","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001507621,0.0003918284,0.0004054708,0.000790544,0.0004256325,0.001305745,0.0003839922,0.0005667666,0.003691921],"category_scores_gemma":[0.007899978,0.0002229788,0.0003119614,0.0004674513,0.0007881142,0.0008130101,0.001350747,0.000594926,0.0003566903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004343064,"about_ca_system_score_gemma":0.0004983226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003954966,"about_ca_topic_score_gemma":0.007008078,"domain_scores_codex":[0.9988651,0.0002495619,0.00009627891,0.0002760628,0.0003057101,0.0002072671],"domain_scores_gemma":[0.9959238,0.001787214,0.001048588,0.0003488322,0.0004436912,0.0004480086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001146402,0.0005223577,0.907434,0.0002710456,0.0002316012,0.00147567,0.02500483,0.0002035317,0.01384192,0.0005683579,0.0004309604,0.04886922],"study_design_scores_gemma":[0.00000505776,0.000370353,0.9927943,0.00003371324,0.00003332431,0.0002676937,0.004737225,0.00005873707,0.000949684,0.0002203089,0.0005157187,0.00001380421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985386,0.0002650646,0.0001898554,0.00003494999,0.000006209376,0.000009790843,0.00007795842,0.000004552397,0.0008730417],"genre_scores_gemma":[0.9983292,0.0001802758,0.0003390557,0.00002945027,0.000003303542,0.00003023822,0.00007860891,0.000006195719,0.001003686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003954966,"threshold_uncertainty_score":0.01235068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01448171296470284,"score_gpt":0.3440242285062651,"score_spread":0.3295425155415623,"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."}}