{"id":"W4415656282","doi":"10.54313/journalmp.v5i.154","title":"Pemerkasaan Pemimpin Masa Depan: Program Latihan Khidmat Negara (PLKN) 3.0 Lengkapkan Belia Dengan Kemahiran Kepimpinan Kritikal Demi Untuk Pembangunan Negara","year":2025,"lang":"","type":"article","venue":"Journal of the Malaysian Parliament","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library of Parliament","funders":"","keywords":"Work (physics); Training (meteorology); Service (business); Foundation (evidence); Phase (matter); Strategic planning","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002993108,0.001039039,0.00168569,0.0006317892,0.002812749,0.0008983529,0.002899379,0.0005727669,0.0006778967],"category_scores_gemma":[0.0009680107,0.0008124742,0.001637557,0.002360923,0.001476313,0.0007123683,0.0006905855,0.002087567,0.0001010761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001781079,"about_ca_system_score_gemma":0.002113314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007390918,"about_ca_topic_score_gemma":0.001552875,"domain_scores_codex":[0.9901577,0.001992861,0.002979008,0.0008634234,0.002158479,0.00184854],"domain_scores_gemma":[0.994091,0.0004198998,0.002676825,0.001178544,0.0009373794,0.0006963355],"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":[0.00106842,0.008836347,0.2888854,0.00152496,0.006054878,0.0002242804,0.1859476,0.0005810246,0.001744024,0.04946356,0.205292,0.2503776],"study_design_scores_gemma":[0.006112496,0.002301631,0.2571932,0.005781126,0.002863401,0.000194632,0.1798707,0.0008171162,0.002204281,0.01299606,0.5273828,0.002282614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8484561,0.009238383,0.0001030493,0.08823937,0.01689362,0.002642356,0.00004061278,0.0001095061,0.03427697],"genre_scores_gemma":[0.9696369,0.004591887,0.00107695,0.002150882,0.002534584,0.00009855736,0.000004226325,0.00008151275,0.01982452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3220907,"threshold_uncertainty_score":0.9994326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626936766226422,"score_gpt":0.3261255553851635,"score_spread":0.3098561877228992,"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."}}