{"id":"W4404141655","doi":"10.5430/ijelt.v11n2p1","title":"Recommendations for Addressing the Deficiency in Computer Skills Among Intermediate Language Learners at the LINC Center","year":2024,"lang":"en","type":"article","venue":"International Journal of English Language Teaching","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Center (category theory); Computer science; Mathematics education; Psychology; Linguistics; Medical education; Medicine; Chemistry; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002907767,0.00008158301,0.0001024793,0.0001965585,0.00028417,0.0004712647,0.0005644211,0.0000460268,0.0001162599],"category_scores_gemma":[0.001519339,0.00004917262,0.0001330891,0.0001073641,0.0001102186,0.0004035536,0.00007192572,0.0004674198,0.000006810662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003033871,"about_ca_system_score_gemma":0.000121532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009992348,"about_ca_topic_score_gemma":0.002228409,"domain_scores_codex":[0.9985412,0.0004097655,0.0003977702,0.0001086685,0.0003604785,0.0001820828],"domain_scores_gemma":[0.9983043,0.001142857,0.0002172278,0.00009495446,0.000191296,0.00004936381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000074508,0.00005478486,0.006336024,0.000008644872,0.00004302638,0.0000167535,0.925418,0.00009837734,0.00002747916,0.004110589,0.01113598,0.05274286],"study_design_scores_gemma":[0.0007662044,0.00004922571,0.003119769,0.001409495,0.000036498,0.00003332975,0.6841964,0.0007487366,0.00005730326,0.0003457238,0.3089945,0.0002428218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97329,0.001020469,0.001430286,0.01002747,0.008620344,0.0001806702,0.00002817671,0.0000296397,0.005372974],"genre_scores_gemma":[0.991343,0.00002716823,0.0002959574,0.0007557502,0.00634357,0.000009436583,0.00001481117,0.00001299414,0.00119731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2978585,"threshold_uncertainty_score":0.4544416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0326371934210739,"score_gpt":0.3954708605907912,"score_spread":0.3628336671697173,"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."}}