{"id":"W4415656330","doi":"10.54313/journalmp.v5i.146","title":"Petisyen Parlimen: Penilaian tatacara petisyen Dewan Rakyat dan halatuju untuk merealisasikan sebuah Dewan Rakyat berteraskan Rakyat","year":2025,"lang":"","type":"article","venue":"Journal of the Malaysian Parliament","topic":"Linguistic, Cultural, and Literary Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legislature; Parliament; House of Commons; State (computer science); Work (physics); Legislative process","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003771261,0.001716668,0.002789433,0.0005181645,0.005435621,0.002654656,0.004466836,0.0006333689,0.000701372],"category_scores_gemma":[0.0009706463,0.001210333,0.002464193,0.001916967,0.002451878,0.001316511,0.001416573,0.002240405,0.00008012121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185291,"about_ca_system_score_gemma":0.001919016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997519,"about_ca_topic_score_gemma":0.002368168,"domain_scores_codex":[0.9860082,0.002972759,0.003911539,0.001408672,0.00315025,0.002548568],"domain_scores_gemma":[0.9913843,0.0007944106,0.003494589,0.001720159,0.001348788,0.001257727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003354395,0.004477052,0.1666275,0.00188342,0.01823992,0.002007413,0.4709226,0.001798868,0.002552333,0.04567593,0.2368977,0.0455629],"study_design_scores_gemma":[0.006516131,0.001359243,0.02941292,0.004303399,0.004988762,0.0002951712,0.09011444,0.000427501,0.002914161,0.005764314,0.851343,0.002560948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7510214,0.01815401,0.0002129061,0.1134469,0.03005736,0.004244443,0.0004899754,0.0001890956,0.08218395],"genre_scores_gemma":[0.9683042,0.002839974,0.0008125901,0.0030257,0.003798324,0.0000537848,0.00003060262,0.0001167432,0.02101811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6144453,"threshold_uncertainty_score":0.999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028124158888284,"score_gpt":0.2778900587393665,"score_spread":0.2676088171504837,"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."}}