{"id":"W2059611523","doi":"10.1075/jicb.2.2.04lys","title":"Research perspectives on immersion pedagogy","year":2014,"lang":"en","type":"article","venue":"Journal of Immersion and Content-Based Language Education","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Immersion (mathematics); Conceptualization; Pedagogy; Realm; Strengths and weaknesses; Psychology; Mathematics education; Computer science; Political science; Social psychology","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":[0.001510475,0.0001093196,0.0001723944,0.000478346,0.0004330813,0.0001445672,0.0001219017,0.00004544031,0.001550618],"category_scores_gemma":[0.0003001416,0.00008134633,0.00009630113,0.00004998738,0.0001245381,0.0001584021,0.00001339853,0.0006199628,0.0000456326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006943026,"about_ca_system_score_gemma":0.0001366296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006838992,"about_ca_topic_score_gemma":0.00003893944,"domain_scores_codex":[0.9985847,0.0005046006,0.0002420985,0.0001565038,0.0003269633,0.0001851268],"domain_scores_gemma":[0.9987833,0.0003632575,0.0002204837,0.0001407633,0.000377437,0.000114727],"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":[0.0001887793,0.000321557,0.0002162308,0.00002815617,0.00002498817,0.000005206006,0.08055769,0.000004330657,0.004568674,0.01336634,0.003959224,0.8967589],"study_design_scores_gemma":[0.0006483031,0.000624705,0.0001257585,0.000182918,0.00002181354,0.00001285672,0.9895372,0.0000883202,0.0009993948,0.000002238054,0.007657054,0.00009939699],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823561,0.002820967,0.0001154884,0.002568081,0.0007512411,0.00007039121,0.000001247694,0.0000112774,0.01130517],"genre_scores_gemma":[0.9929819,0.00003543586,0.00009409336,0.001025223,0.00111124,0.000002265713,0.000008134055,0.00001527886,0.004726397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9089795,"threshold_uncertainty_score":0.9993621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05420629632092785,"score_gpt":0.3483326248263215,"score_spread":0.2941263285053937,"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."}}