{"id":"W2103145479","doi":"10.1044/lle12.2.17","title":"Clinical Issues: Language Intervention From A Bilingual Mindset","year":2005,"lang":"en","type":"article","venue":"Perspectives on Language Learning and Education","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mindset; Psychology; Intervention (counseling); Linguistics; Cognitive psychology; Computer science; Psychiatry; Artificial intelligence; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000384672,0.0001627086,0.0001792001,0.0001558574,0.0001118166,0.00006546568,0.00009616665,0.0001272622,0.004072811],"category_scores_gemma":[0.0004003438,0.0001497238,0.00009193434,0.0001257415,0.00007394837,0.0001005508,0.00002641494,0.0003767453,0.0006070582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005899838,"about_ca_system_score_gemma":0.00005294713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001380524,"about_ca_topic_score_gemma":0.0001740491,"domain_scores_codex":[0.9986156,0.0002839459,0.0002619055,0.0004933536,0.0001297024,0.0002155019],"domain_scores_gemma":[0.9993759,0.0001695059,0.0001248553,0.0001929322,0.00004484591,0.00009192439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001084888,0.0007146546,0.01908481,0.000005713314,0.00007158751,0.000006265214,0.4019106,0.000001953771,0.0001131344,0.0005157596,0.002435558,0.5750315],"study_design_scores_gemma":[0.0009627418,0.000201401,0.06261923,0.0000648065,0.00003632136,0.000006382109,0.9158027,0.00003813735,0.0000825875,0.00004952795,0.01987814,0.0002580718],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590136,0.01838019,0.00005627032,0.000865778,0.0005462326,0.0001420058,0.000005992262,0.0001428625,0.02084711],"genre_scores_gemma":[0.9656741,0.0001226086,0.001294454,0.000300187,0.001339494,0.00002552047,0.0001800737,0.00002510541,0.03103847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5747734,"threshold_uncertainty_score":0.9968376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237270215662495,"score_gpt":0.410636148816038,"score_spread":0.398263446659413,"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."}}