{"id":"W4384663909","doi":"10.1080/02699206.2023.2233048","title":"Home language variation in the narratives of urban First Nations Australian children in their first year of school","year":2023,"lang":"en","type":"article","venue":"Clinical Linguistics & Phonetics","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Linguistics; Narrative; Language assessment; Variation (astronomy); Normative; First language; Population; Developmental psychology; Sociology; Pedagogy; Demography; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001012733,0.0001177281,0.0002628529,0.000226312,0.00005020925,0.00001153185,0.0003296481,0.0001715302,0.0002526664],"category_scores_gemma":[0.00688375,0.00009319083,0.00007742975,0.0008630642,0.0001498896,0.000009783415,0.00005099794,0.0002930131,0.00008674507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001499881,"about_ca_system_score_gemma":0.000059878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001841425,"about_ca_topic_score_gemma":0.001848853,"domain_scores_codex":[0.9984525,0.000199618,0.0007693608,0.0002141671,0.0001647909,0.0001995884],"domain_scores_gemma":[0.9978295,0.001482076,0.0002088787,0.0003379573,0.00009741697,0.0000441491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008687608,0.0006498957,0.8390013,0.00004262691,0.00008082121,0.00001791121,0.1368051,0.00008889184,0.000009104566,0.01695227,0.006135141,0.0001300818],"study_design_scores_gemma":[0.001019868,0.00009063317,0.9840948,0.00005787529,0.0000146925,3.297486e-7,0.01037155,0.00002502318,0.000007730153,0.003093341,0.001110005,0.0001141758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991971,0.0001300622,0.00004291216,0.0004843298,0.0009092476,0.0003649642,0.0001032357,0.00003005099,0.005964249],"genre_scores_gemma":[0.9983481,0.0000601613,0.0006023986,0.00006582398,0.0002789301,0.00001693888,0.0001230696,0.00001583037,0.000488817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450935,"threshold_uncertainty_score":0.8240989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03788008188733578,"score_gpt":0.3599632321341503,"score_spread":0.3220831502468145,"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."}}