{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136337,0.0001342987,0.0001518052,0.00153469,0.0009104555,0.001042841,0.0002627709,0.000289208,0.002919906],"category_scores_gemma":[0.006552263,0.0001413619,0.00009997997,0.001376145,0.0005432216,0.0005840397,0.0005929961,0.000416816,0.0003011333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000672218,"about_ca_system_score_gemma":0.001734362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877622,"about_ca_topic_score_gemma":0.005340821,"domain_scores_codex":[0.99813,0.000791806,0.0001080375,0.0001025862,0.0006866778,0.00018089],"domain_scores_gemma":[0.9929121,0.003829255,0.001911756,0.0002683287,0.000538615,0.0005400459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001021445,0.00155933,0.6606744,0.0005337468,0.000040776,0.0004579026,0.0211813,0.0001093677,0.001324065,0.000933656,0.001331215,0.3117522],"study_design_scores_gemma":[0.00001203799,0.0005098653,0.9412316,0.0004144042,0.00004872564,0.001004174,0.04018371,0.0003416711,0.001511685,0.0003572936,0.01434621,0.00003868601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906777,0.0008287994,0.0005021972,0.0005504911,0.00001546168,0.0001073102,0.00010716,0.0000094318,0.007201403],"genre_scores_gemma":[0.9965889,0.001045271,0.001234442,0.0001235926,0.00001553839,0.00005421812,0.00004377221,0.000001787232,0.0008924027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002919906,"threshold_uncertainty_score":0.009768069,"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."}}