{"id":"W3108290470","doi":"10.1016/j.jcomdis.2020.106060","title":"Adolescent language outcomes in a complex trilingual context: When typical does not mean unproblematic","year":2020,"lang":"en","type":"article","venue":"Journal of Communication Disorders","topic":"Language Development and Disorders","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Icelandic Centre for Research","keywords":"Icelandic; Psychology; Language proficiency; Dominance (genetics); Linguistics; Language assessment; Context (archaeology); First language; Conversation; Communication; Mathematics education; History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004788715,0.0001704996,0.0004538373,0.0001609714,0.00006109204,0.00003943619,0.0007385308,0.0000865743,0.001392583],"category_scores_gemma":[0.0002938339,0.0001226657,0.0001637065,0.0001841534,0.000101431,0.0001407387,0.0001029715,0.0004605826,0.0000659217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004654789,"about_ca_system_score_gemma":0.00006566394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001107259,"about_ca_topic_score_gemma":0.001312301,"domain_scores_codex":[0.9980661,0.0004081771,0.0008825014,0.0001384359,0.000284238,0.0002205796],"domain_scores_gemma":[0.9986534,0.0002638166,0.0004904314,0.000384916,0.00008083767,0.0001266367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002749938,0.002536536,0.2495365,0.0001791721,0.0006188963,0.00005724866,0.6188581,0.00009679939,0.000790048,0.007469964,0.01627516,0.1008316],"study_design_scores_gemma":[0.01934003,0.000499198,0.5721676,0.0002870045,0.000162809,0.0000257783,0.380643,0.0005306283,0.0001596493,0.005244733,0.02000408,0.0009355042],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477926,0.00210667,0.0007916616,0.04503021,0.0001791793,0.0004377242,0.000009217021,0.00004750413,0.003605255],"genre_scores_gemma":[0.9936816,0.0001114026,0.001400211,0.004556912,0.00002781057,0.000007276612,0.00001847882,0.00002151804,0.0001748541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3226312,"threshold_uncertainty_score":0.9995203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04089210900159082,"score_gpt":0.332311618713406,"score_spread":0.2914195097118152,"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."}}