{"id":"W7131705607","doi":"10.35914/jad.v8i2.3087","title":"STUDENTS’ PERCEPTION ON ENGLISH-MEDIUM INSTRUCTION IN ICP PROGRAM","year":2025,"lang":"","type":"article","venue":"Jurnal Andi Djemma Jurnal Pendidikan","topic":"English Language Learning and Teaching","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tembec","funders":"","keywords":"Perception; Scale (ratio); Survey instrument; Survey research; Relation (database); Likert scale","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008439626,0.0001379609,0.0002544437,0.0003898892,0.0005123287,0.001156978,0.0002122443,0.0004017305,0.004848298],"category_scores_gemma":[0.004005017,0.0001141598,0.0002397765,0.0004102656,0.0002847125,0.0003536059,0.0006080953,0.0005708943,0.0006112223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003050699,"about_ca_system_score_gemma":0.0005530387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877564,"about_ca_topic_score_gemma":0.002165409,"domain_scores_codex":[0.9991452,0.0001640755,0.00006067979,0.00005188718,0.0003606569,0.0002175362],"domain_scores_gemma":[0.9970969,0.0004855283,0.0007409091,0.00004415438,0.0005427015,0.001089825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001896758,0.001480787,0.9274587,0.0001566305,0.00002758883,0.0008542833,0.0286834,0.0001725314,0.005676796,0.0002536586,0.001046195,0.03399982],"study_design_scores_gemma":[0.00001124334,0.001208834,0.9249647,0.00003711164,0.00002461166,0.0005279483,0.06706674,0.0003576688,0.001241327,0.00008270282,0.004448622,0.00002841676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987936,0.00003100802,0.00007837451,0.0000708033,0.000005439309,0.000007719244,0.00001552425,0.000003218581,0.0009942369],"genre_scores_gemma":[0.9988319,0.00006614106,0.00006936067,0.00004327134,0.00000508423,0.000008091914,0.00002811617,0.00000166571,0.0009462509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004848298,"threshold_uncertainty_score":0.0162192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115231600656086,"score_gpt":0.290408320280525,"score_spread":0.2788851602149164,"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."}}