{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008655925,0.001009655,0.0008052852,0.00342478,0.01227187,0.005757563,0.005837467,0.006935534,0.01086482],"category_scores_gemma":[0.03215443,0.0005570185,0.001124315,0.001881001,0.002689003,0.003023234,0.004675651,0.005922012,0.002148587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01345078,"about_ca_system_score_gemma":0.1874186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4125704,"about_ca_topic_score_gemma":0.6083084,"domain_scores_codex":[0.9893392,0.003612071,0.000683777,0.0004472249,0.002362943,0.00355483],"domain_scores_gemma":[0.9304036,0.01007898,0.002667857,0.0009043887,0.02381342,0.03213178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001953226,0.002725056,0.09207296,0.003487586,0.00006300136,0.002092554,0.02150079,0.0007548934,0.00328508,0.003139941,0.5739738,0.296709],"study_design_scores_gemma":[0.0003684972,0.001073549,0.1931135,0.01492476,0.0002937843,0.0007429019,0.3166585,0.001848539,0.003019823,0.003368856,0.4640415,0.0005457656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09303348,0.0109647,0.004514617,0.839483,0.005116621,0.003617485,0.001145388,0.001024627,0.04110007],"genre_scores_gemma":[0.5707624,0.047347,0.1360894,0.1472926,0.002795178,0.01403845,0.003379791,0.0003896712,0.07790552],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5874296,"threshold_uncertainty_score":0.8203379,"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."}}