{"id":"W4312116474","doi":"10.18192/olbij.v12i1.6581","title":"Bilingualism and beyond: Critical thinking and innovative practices to address the complexity of multilingualism","year":2022,"lang":"en","type":"article","venue":"OLBI Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"","keywords":"Multilingualism; Neuroscience of multilingualism; Linguistics; Sociology; Pedagogy; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00159293,0.00009213557,0.0001549941,0.0001119851,0.00221953,0.0003416331,0.0001619283,0.00001520669,0.001355267],"category_scores_gemma":[0.001337979,0.00006330555,0.00002655224,0.00005587859,0.0004557704,0.0001687297,0.0002029468,0.0008712795,9.809387e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001468788,"about_ca_system_score_gemma":0.00004186964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005212918,"about_ca_topic_score_gemma":0.0002181785,"domain_scores_codex":[0.9988036,0.0003833883,0.0002440274,0.0001322065,0.0002741892,0.0001625673],"domain_scores_gemma":[0.998705,0.0006898544,0.0002945173,0.00009225025,0.0001598208,0.0000585704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004487199,0.00005093008,0.0003625394,0.00002252383,0.00005256118,0.00004974482,0.7026516,0.00001538767,0.0002175779,0.2818177,0.0006304167,0.01408417],"study_design_scores_gemma":[0.0007102222,0.0003318549,0.0009444995,0.00007018811,0.00007072746,0.001081509,0.7956308,0.0003623565,0.0001238443,0.02219307,0.1781886,0.0002923423],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841319,0.001226033,0.00002898104,0.00594172,0.0004813525,0.00007781478,0.00002622405,0.00001886956,0.008067059],"genre_scores_gemma":[0.9959528,0.00000664271,0.0007085173,0.002445123,0.0005053876,0.000003735013,0.000002625229,0.00001174155,0.0003634019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2596246,"threshold_uncertainty_score":0.9995576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031813475168927,"score_gpt":0.3522876206154106,"score_spread":0.2491062730985179,"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."}}