{"id":"W2335188787","doi":"10.18192/olbiwp.v1i1.1066","title":"What immersion education still needs: Views from the Irish Year Abroad experience","year":2010,"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":"","funders":"","keywords":"Irish; Immersion (mathematics); French immersion; Psychology; Competence (human resources); First language; Pedagogy; Mathematics education; Linguistics; Social psychology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002659463,0.00008577108,0.00008271482,0.00004679503,0.0005845283,0.001210268,0.0002270879,0.00003386166,0.01833069],"category_scores_gemma":[0.00006268054,0.00005252209,0.00007011316,0.00002196541,0.00008316745,0.0006644732,0.00002314376,0.000771555,0.00024343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001323383,"about_ca_system_score_gemma":0.00004682815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000626876,"about_ca_topic_score_gemma":0.0002842376,"domain_scores_codex":[0.9993815,0.0000777625,0.0001558636,0.00008970242,0.0001509738,0.0001442446],"domain_scores_gemma":[0.9995011,0.0000799753,0.0001287327,0.0001696216,0.00005347257,0.00006706902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001092427,0.00006049337,0.001620029,0.000001859418,0.00001924295,0.000003846565,0.6449888,0.000001253385,0.001809879,0.001911532,0.0806284,0.2689438],"study_design_scores_gemma":[0.0000945217,0.0000128865,0.001182036,0.00005247706,0.000009138113,0.00001963062,0.3052596,0.00001156298,0.00004513646,0.00009084866,0.693152,0.00007016383],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706187,0.0019049,0.00001221826,0.001012046,0.006974298,0.00004284965,0.000001781552,0.00001967672,0.01941358],"genre_scores_gemma":[0.9815697,0.0001433321,0.0001101349,0.001748092,0.004944886,0.000003420933,0.000008954568,0.00001323254,0.01145824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6125236,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664475796167693,"score_gpt":0.2892220550725693,"score_spread":0.2625772971108923,"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."}}