{"id":"W4413997770","doi":"10.5509/2025984-art1","title":"Perspective Valence Rules: Explaining Opposition Party Performance in Singapore’s 2025 General Elections","year":2025,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Opposition (politics); Political science; Valence (chemistry); Political economy; Economics; Physics; Law; Politics; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007454932,0.0001336876,0.0001690709,0.0002341612,0.0007571612,0.00009433477,0.0002175377,0.0001211445,0.0002546842],"category_scores_gemma":[0.0001592417,0.0001583737,0.00005676086,0.0005093243,0.0002753822,0.000390764,0.0000407043,0.0002329426,0.0001317042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633335,"about_ca_system_score_gemma":0.0005884486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004261609,"about_ca_topic_score_gemma":0.0004523435,"domain_scores_codex":[0.9985917,0.0001675978,0.0002611586,0.0003694481,0.0001778065,0.0004322616],"domain_scores_gemma":[0.9994591,0.0001430041,0.00008304304,0.0001542708,0.00009117999,0.00006939256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006689798,0.0002477881,0.1999467,0.00004730211,0.000109875,0.00001214847,0.357136,0.0003842637,0.0002001316,0.4126475,0.01334714,0.01585427],"study_design_scores_gemma":[0.0003904311,0.00002479481,0.02006328,0.0001393708,0.00001551542,0.000001232072,0.9559153,0.0008174961,0.0002205514,0.008017413,0.0140668,0.0003278035],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09705436,0.0001327297,0.0003772615,0.001205235,0.0009433718,0.000296305,0.000008104245,0.0001329291,0.8998497],"genre_scores_gemma":[0.9854963,0.0003125856,0.001449983,0.00002918222,0.0001213271,0.0001139122,0.00001317245,0.00000879517,0.01245475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8884419,"threshold_uncertainty_score":0.6458294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870458115091512,"score_gpt":0.2971929926384277,"score_spread":0.2784884114875126,"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."}}