{"id":"W2156324541","doi":"10.1111/j.1467-7687.2009.00827.x","title":"The learner as statistician: three principles of computational success in language acquisition","year":2009,"lang":"en","type":"letter","venue":"Developmental Science","topic":"Language Development and Disorders","field":"Psychology","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Statistician; Psychology; Cognitive science; Medicine","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":[0.002541881,0.0002281725,0.0003985034,0.000399691,0.001031425,0.00316857,0.00111601,0.006950907,0.003798228],"category_scores_gemma":[0.01650328,0.0002122894,0.0002438066,0.0001820903,0.005558827,0.005013078,0.001580832,0.00904203,0.001089114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250729,"about_ca_system_score_gemma":0.002233615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871566,"about_ca_topic_score_gemma":0.004412105,"domain_scores_codex":[0.9988874,0.0002686596,0.0001131516,0.0002259579,0.0004049608,0.00009998211],"domain_scores_gemma":[0.9883989,0.007952622,0.0004547838,0.0008805125,0.001408406,0.0009047788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004051564,0.0002264895,0.01150868,0.0001310312,0.00003771195,0.003945319,0.003334362,0.0006870366,0.001232931,0.5303116,0.304061,0.1441186],"study_design_scores_gemma":[0.00008321777,0.00008026409,0.00583748,0.0001439824,0.0000185095,0.00470324,0.001258164,0.006582694,0.001498166,0.8697544,0.1099731,0.00006670201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02783649,0.001540864,0.01554329,0.9080085,0.003745659,0.00002032876,0.00007831761,0.00021643,0.04301023],"genre_scores_gemma":[0.6593829,0.002453832,0.01843667,0.2682645,0.01131461,0.0001384126,0.00007556337,0.0003146155,0.03961885],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006950907,"threshold_uncertainty_score":0.01344293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178157901705966,"score_gpt":0.3095448914771863,"score_spread":0.2917291013065897,"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."}}