{"id":"W2286593824","doi":"10.1017/cbo9780511550751.010","title":"Basic syntactic categories in early language development","year":2006,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Linguistics; Computer science; Development (topology); Natural language processing; Artificial intelligence; Mathematics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001104982,0.0004697546,0.0004489635,0.0004447247,0.0001236884,0.00004430221,0.000455412,0.0004835212,0.00009867608],"category_scores_gemma":[0.000005892244,0.0005507631,0.0001243757,0.00001806586,0.000146394,0.00008365846,0.0002149654,0.0005172535,0.0002218311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003424274,"about_ca_system_score_gemma":0.0001959939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869496,"about_ca_topic_score_gemma":0.000153798,"domain_scores_codex":[0.9982762,0.00004947986,0.0003001596,0.0006317975,0.0002635899,0.0004787597],"domain_scores_gemma":[0.9990731,0.00007197064,0.0002028805,0.0004776776,0.00005881649,0.0001154916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003369332,0.00008170416,0.0006136275,0.0001483506,0.000423441,0.006843744,0.009716425,0.00000129468,0.00001861237,0.8904493,0.08447425,0.006892249],"study_design_scores_gemma":[0.001546577,0.00003339766,0.005380169,0.0001321367,0.0001137299,0.00001797025,0.001057944,8.249338e-7,0.0001381094,0.000009603937,0.990599,0.0009704906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0259432,0.000508878,0.00006375089,0.000008441988,0.0004319247,0.0004402746,0.00005501409,0.0001617215,0.9723868],"genre_scores_gemma":[0.04161009,0.000007915772,0.00007939318,0.00006279934,0.0000722548,0.000003967838,0.0002031818,0.00006849739,0.9578919],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9061248,"threshold_uncertainty_score":0.9996944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491550659549218,"score_gpt":0.2144714729252074,"score_spread":0.1995559663297152,"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."}}