{"id":"W2005873932","doi":"10.1017/s0142716414000289","title":"The future of bilingualism research: Insufferably optimistic and replete with new questions","year":2014,"lang":"en","type":"article","venue":"Applied Psycholinguistics","topic":"Language Development and Disorders","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Beauty; Relevance (law); Psychology; Power (physics); Process (computing); Path (computing); Aesthetics; Law; Philosophy; Computer science; Physics; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0009445311,0.0001709096,0.0001949803,0.000108856,0.0003479429,0.00006171241,0.000290026,0.0001292013,0.00007962991],"category_scores_gemma":[0.0004252666,0.0001133394,0.00002414671,0.0003574456,0.0003699214,0.000008657385,0.00004632278,0.0003937697,0.00004363784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001301498,"about_ca_system_score_gemma":0.00008565764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522533,"about_ca_topic_score_gemma":0.0001425348,"domain_scores_codex":[0.9984895,0.00009541271,0.0003145887,0.0003783559,0.0003183663,0.0004037633],"domain_scores_gemma":[0.998088,0.000715899,0.0001198372,0.0007015818,0.0002181613,0.0001565138],"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":[0.0004282312,0.0001134558,0.0009581933,0.00002955368,0.0001047465,0.000008867969,0.01139107,0.00001252178,0.00006923135,0.9072425,0.02040981,0.0592318],"study_design_scores_gemma":[0.003220198,0.0003597713,0.01303751,0.0000654492,0.00008650419,0.00003605759,0.006997705,0.00005669768,0.00005206778,0.1004595,0.8750923,0.0005363053],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1988428,0.00550105,0.01001027,0.002412836,0.003559928,0.001278803,0.00002564038,0.000252127,0.7781165],"genre_scores_gemma":[0.9886519,0.000182959,0.006593614,0.0003840461,0.001184978,0.0000400633,0.00001781057,0.00004267434,0.002901904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8546824,"threshold_uncertainty_score":0.4621845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03279252721090593,"score_gpt":0.3510913955305938,"score_spread":0.3182988683196878,"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."}}