{"id":"W2171312640","doi":"10.1017/s1743923x14000646","title":"Party Quotas and Rising Women Politicians in Singapore","year":2015,"lang":"en","type":"article","venue":"Politics & Gender","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Political science; Economic history; Political economy; Economics","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":[0.0006683269,0.0001091302,0.0001476287,0.0001262266,0.0002254501,0.00011592,0.0001041393,0.0001045992,0.00003111981],"category_scores_gemma":[0.0002495753,0.0001116755,0.00002545767,0.0001531636,0.000278114,0.000136909,0.0000524484,0.000129821,0.00002144585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004643403,"about_ca_system_score_gemma":0.0005126155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008957805,"about_ca_topic_score_gemma":0.0004838084,"domain_scores_codex":[0.9981325,0.0001943279,0.0002182787,0.0002218763,0.0003558233,0.0008771472],"domain_scores_gemma":[0.9990824,0.00006521389,0.00004926863,0.000151308,0.0001067827,0.0005450128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002580717,0.0000654465,0.07408252,0.00001672349,0.00001518621,0.00001618135,0.2550676,0.00002240201,0.00001589783,0.6694728,0.0008764106,0.0003462861],"study_design_scores_gemma":[0.0007275057,0.00003419608,0.04082086,0.00001211087,0.00001765718,0.000008516334,0.3446076,0.0002167462,0.0000692635,0.5605152,0.052641,0.0003293259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8428248,0.0002020277,0.00009068893,0.001807039,0.0003149027,0.0001393893,0.00001222022,0.0000425234,0.1545664],"genre_scores_gemma":[0.9965163,0.00002192729,0.0002469572,0.0008106701,0.0004340313,0.000009903227,0.000005610543,0.0000152315,0.001939366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536915,"threshold_uncertainty_score":0.9976416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221602453266106,"score_gpt":0.3738682002702557,"score_spread":0.2517079549436452,"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."}}