{"id":"W1944583518","doi":"10.1111/j.1532-7078.2009.00022.x","title":"Syntactic Categorization in French‐Learning Infants","year":2010,"lang":"en","type":"article","venue":"Infancy","topic":"Language Development and Disorders","field":"Psychology","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Categorization; Noun; Verb; Linguistics; Psychology; Determiner; Subject (documents); Grammatical category; Proper noun; Class (philosophy); Artificial intelligence; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001242809,0.00008266975,0.00008552708,0.0001363698,0.00004014891,0.00002052836,0.000099793,0.000110057,0.004442827],"category_scores_gemma":[0.0001708832,0.00008026903,0.00001786627,0.0002424133,0.00001803911,0.0001153573,0.00001979793,0.0003271066,0.0007188399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006132208,"about_ca_system_score_gemma":0.00002796139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007146766,"about_ca_topic_score_gemma":0.0009241445,"domain_scores_codex":[0.9993461,0.00003343529,0.0001606707,0.0001690135,0.0000821204,0.0002086829],"domain_scores_gemma":[0.9996887,0.00005080852,0.00005413929,0.0001542666,0.00001468215,0.00003739215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008905751,0.0000480304,0.9518275,0.000003796363,0.000009918116,0.00003208391,0.009150206,0.000002816528,0.0007740035,0.002847037,0.0004590031,0.03483671],"study_design_scores_gemma":[0.0005705713,0.00001403884,0.9857697,0.000006432695,0.000003572499,0.000007102845,0.0004440756,0.00002353684,0.0001059305,0.0007658087,0.01213996,0.0001492684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733721,0.00008122926,0.0000994966,0.00009334931,0.001069342,0.00009053382,6.011622e-7,0.00006813242,0.1251252],"genre_scores_gemma":[0.9971134,0.000004271131,0.0001817694,0.000133114,0.0000678841,0.00002736151,0.00002114652,0.00001282823,0.002438196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237413,"threshold_uncertainty_score":0.9964672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00683565096767198,"score_gpt":0.2837791219674617,"score_spread":0.2769434709997897,"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."}}