{"id":"W2592550148","doi":"","title":"Using Classroom-Based Research to Explore Mathematics and Language in Secondary French Immersion","year":2017,"lang":"en","type":"article","venue":"Antistasis","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Mathematics education; Immersion (mathematics); Pedagogy; Mathematics; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007317393,0.00008395318,0.0001380545,0.000187311,0.001065551,0.0004509937,0.0001692563,0.00003614886,0.0005386952],"category_scores_gemma":[0.0001442593,0.00007661978,0.00002594756,0.00002258917,0.000146031,0.0001592355,0.00009423052,0.0003426351,0.00004245008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002972677,"about_ca_system_score_gemma":0.00003110926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003844938,"about_ca_topic_score_gemma":0.001419757,"domain_scores_codex":[0.9992037,0.00006835219,0.0001323363,0.000179447,0.0001740949,0.0002421077],"domain_scores_gemma":[0.9994304,0.0001115818,0.00005453535,0.0003079124,0.0000396723,0.00005594689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004039414,0.0003470948,0.02931286,0.0006811542,0.00005405008,0.0004339798,0.6995986,0.00003596296,0.009155274,0.02146426,0.01702717,0.2218492],"study_design_scores_gemma":[0.003883461,0.0007694057,0.05489735,0.003972052,0.00009232438,0.00002990721,0.6332718,0.01280143,0.007916634,0.003242692,0.2772605,0.001862481],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715919,0.0001845531,0.0001019252,0.0004363384,0.00009713785,0.0000914765,0.00001068995,0.00002115188,0.02746483],"genre_scores_gemma":[0.9954779,0.000006794153,0.002579923,0.00007897839,0.0001335552,0.000003979254,0.000006177541,0.00001731305,0.001695392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2602333,"threshold_uncertainty_score":0.8195462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3274502875727441,"score_gpt":0.4118339624337246,"score_spread":0.08438367486098047,"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."}}