{"id":"W1968717934","doi":"10.4018/ijcallt.2014100105","title":"The Role of Teachers and Their Beliefs in Implementing Technology-Mediated Language Learning","year":2014,"lang":"en","type":"article","venue":"International Journal of Computer-Assisted Language Learning and Teaching","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Resistance (ecology); Language acquisition; Computer science; Educational technology; Psychology; Mathematics education; Knowledge management; Pedagogy","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":[0.002424053,0.00008551814,0.0001509025,0.0003684486,0.0003751725,0.000111008,0.0002613618,0.00009757625,0.000007888665],"category_scores_gemma":[0.001507217,0.00006303468,0.00004116543,0.0001020466,0.000158188,0.0001274718,0.00007516505,0.0009615451,5.106921e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005346093,"about_ca_system_score_gemma":0.00004486382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000491211,"about_ca_topic_score_gemma":0.0004418778,"domain_scores_codex":[0.998704,0.0004740559,0.0003479215,0.0001038744,0.0002032207,0.0001668849],"domain_scores_gemma":[0.9986257,0.0006919891,0.0004716821,0.00004915298,0.0001229514,0.00003852339],"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":[0.000007687217,0.00003305939,0.1415392,0.00000256411,0.00005636417,0.000003926358,0.07262633,0.00002333424,0.004303421,0.007858157,0.000005915499,0.7735401],"study_design_scores_gemma":[0.001500286,0.000372854,0.04158086,0.0005788422,0.00002527907,0.0001589118,0.838934,0.008399136,0.001573811,0.001658007,0.1049299,0.0002881366],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922234,0.001088747,0.002086589,0.002305703,0.0001713839,0.0000425545,4.524254e-7,0.00004780358,0.002033372],"genre_scores_gemma":[0.9981201,0.00008945975,0.001436782,0.00003498497,0.0002023466,0.000001453007,0.000003831979,0.00000745362,0.0001035784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.773252,"threshold_uncertainty_score":0.4177488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004398772969107058,"score_gpt":0.2957405397103169,"score_spread":0.2913417667412099,"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."}}