{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002285162,0.0002545847,0.0002703797,0.000198419,0.0000424276,0.0002859518,0.0001732762,0.0002034619,0.004555085],"category_scores_gemma":[0.00002265899,0.0001754192,0.00003778673,0.0001029987,0.00003362785,0.0001413808,0.00004289241,0.0001919802,0.0001158555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003252787,"about_ca_system_score_gemma":0.00006460728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004682199,"about_ca_topic_score_gemma":0.002540471,"domain_scores_codex":[0.9989588,0.00007974681,0.0002066481,0.0004598813,0.00009370902,0.0002011836],"domain_scores_gemma":[0.999609,0.00008135127,0.00007107684,0.0001780789,0.00001141605,0.00004907896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001784982,0.0000352912,0.000410972,0.00002248803,0.00005507513,0.00005854678,0.927224,3.40715e-7,0.0004733801,0.00003223634,0.0001493083,0.07135982],"study_design_scores_gemma":[0.0006023101,0.0001402334,0.1380339,0.0001176556,0.00002116799,0.000005962315,0.8598037,0.00001432251,0.0006428886,0.0001118174,0.0001599886,0.0003459773],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318271,0.003469122,2.279491e-7,0.00001987711,0.0004703266,0.0004275137,0.00003290589,0.000004501399,0.0637484],"genre_scores_gemma":[0.9555416,0.00001503072,0.00007592548,0.00002839153,0.0000774385,0.0001304419,0.000393724,0.00002604201,0.04371147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.137623,"threshold_uncertainty_score":0.9963549,"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."}}