{"id":"W1577200364","doi":"10.1002/9780470514498.ch13","title":"Accelerating Language Acquisition","year":2007,"lang":"en","type":"article","venue":"Novartis Foundation symposium","topic":"Language Development and Disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007601648,0.0002677556,0.0003340237,0.0004178484,0.0003366421,0.0006518485,0.0003396704,0.0006376496,0.006762896],"category_scores_gemma":[0.002274608,0.00009935717,0.000276556,0.0001581212,0.0004309404,0.0008537288,0.0009590097,0.0005179286,0.001904967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002862544,"about_ca_system_score_gemma":0.0006162467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407828,"about_ca_topic_score_gemma":0.00193826,"domain_scores_codex":[0.9995726,0.0001226645,0.0000197333,0.0001064462,0.00007445247,0.0001040444],"domain_scores_gemma":[0.9993182,0.0001360797,0.0001197206,0.0001148621,0.0001177351,0.0001933679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005430011,0.0009922305,0.156684,0.0005582367,0.0001160275,0.001068983,0.0008084345,0.0002150411,0.0218778,0.003642953,0.007643834,0.8058494],"study_design_scores_gemma":[0.0001466908,0.004989684,0.8787612,0.000344857,0.0002071765,0.006818271,0.001385343,0.0003158843,0.01348756,0.005168577,0.08833758,0.00003713882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489387,0.01158006,0.003033093,0.005958265,0.0003425057,0.00008376286,0.0003396773,0.0005046258,0.02921922],"genre_scores_gemma":[0.9620465,0.0120475,0.0049388,0.002079032,0.0002399257,0.00005988683,0.0003404426,0.00004421825,0.01820363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006762896,"threshold_uncertainty_score":0.02262414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215644724956231,"score_gpt":0.3288294562245473,"score_spread":0.3072649837289242,"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."}}