{"id":"W4407328390","doi":"10.26811/peuradeun.v13i1.1165","title":"Utilizing Digital Media for Guidance and Counseling in Education","year":2025,"lang":"en","type":"article","venue":"Jurnal Ilmiah Peuradeun","topic":"Varied Academic Research Topics","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"Universitas Sebelas Maret","keywords":"Psychology; Medical education; Computer science; Multimedia; Medicine","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":[0.0004023273,0.0001141597,0.0001468966,0.0003511537,0.0001240566,0.000501466,0.0002106102,0.00008592169,0.000007049028],"category_scores_gemma":[0.001032211,0.0001123143,0.00003632687,0.0004237343,0.0000475083,0.001312504,0.00009996563,0.0002842393,0.000009016122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005544666,"about_ca_system_score_gemma":0.0001191662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005914008,"about_ca_topic_score_gemma":0.00002781104,"domain_scores_codex":[0.9989976,0.000005672843,0.0002944952,0.0002349972,0.0001908199,0.0002763631],"domain_scores_gemma":[0.9994749,0.0001649666,0.000093606,0.0001139737,0.0001375738,0.00001493657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001596438,0.0001779191,0.232445,0.001021545,0.000038291,0.00001029648,0.000457998,0.0000464188,0.001053512,0.2418295,0.03777859,0.4849813],"study_design_scores_gemma":[0.001419511,0.000008337884,0.08362427,0.0007235433,0.00003301603,0.000007167617,0.001492006,0.02055117,0.00009680609,0.08307806,0.8085951,0.0003709924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355088,0.003939663,0.001414171,0.01563575,0.001405239,0.0007731625,0.00001043897,0.0001102188,0.04120258],"genre_scores_gemma":[0.9959301,0.0001192742,0.0002826027,0.001864819,0.001024869,0.0000415156,0.00002172518,0.00001498075,0.0007000628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7708166,"threshold_uncertainty_score":0.4835648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419846422151893,"score_gpt":0.303734231334594,"score_spread":0.279535767113075,"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."}}