{"id":"W2327655063","doi":"10.1177/0142723715577320","title":"Comparison of measures of morphosyntactic complexity in French-speaking school-aged children","year":2015,"lang":"en","type":"article","venue":"First Language","topic":"Language Development and Disorders","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Mean length of utterance; Sentence; Vocabulary; Psychology; Utterance; Reliability (semiconductor); Task (project management); Lexical diversity; Linguistic sequence complexity; Linguistics; Developmental psychology; Natural language processing; Computer science; Language development","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001543956,0.00065519,0.0003597224,0.003149145,0.0005004203,0.001121357,0.0004141004,0.000419833,0.001002775],"category_scores_gemma":[0.007991344,0.0002238078,0.0004287742,0.000911821,0.0008026562,0.000564424,0.0005783246,0.0002789613,0.0001753631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670912,"about_ca_system_score_gemma":0.0008111293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08890067,"about_ca_topic_score_gemma":0.1373016,"domain_scores_codex":[0.9987603,0.0002856791,0.0001566565,0.0002081237,0.0004249054,0.000164284],"domain_scores_gemma":[0.9952258,0.001588897,0.001423438,0.000173075,0.001170657,0.0004181035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000116974,0.00003601156,0.9809537,0.00004408401,0.00007832472,0.0001626099,0.005002228,0.0001323601,0.002764622,0.00005377284,0.0001012778,0.01055405],"study_design_scores_gemma":[0.000002440963,0.00005434224,0.9984285,0.000004385633,0.000008079394,0.00008507851,0.001004443,0.00006984965,0.0002017579,0.00001242206,0.0001232907,0.000005392189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992636,0.0001171916,0.0001079025,0.0000102888,0.000001917416,0.000007704522,0.00008981016,0.000005967303,0.000395567],"genre_scores_gemma":[0.9990439,0.00009709371,0.0003783773,0.0000092296,0.000002482997,0.00002325629,0.0002591349,0.000003645787,0.0001827922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08890067,"threshold_uncertainty_score":0.1767665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019549112290496,"score_gpt":0.3582534171876623,"score_spread":0.2562985059586128,"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."}}