{"id":"W4417103868","doi":"10.47577/tssj.v77i1.13368","title":"Vocal Participation and Democratic Resilience: Navigating into Speech Visibility and Institutional Responsiveness","year":2025,"lang":"","type":"article","venue":"Technium Social Sciences Journal","topic":"Feminist Epistemology and Gender Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissent; Democracy; Deliberation; Legitimacy; Normative; Deliberative democracy; Retrenchment; Marketplace of ideas; Foregrounding","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008961182,0.0004054864,0.000276171,0.002231778,0.003648874,0.007615255,0.0008437233,0.001049193,0.004808983],"category_scores_gemma":[0.02515141,0.0002748399,0.0004192139,0.001026302,0.02030463,0.007913267,0.01051618,0.001983799,0.0003284017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400141,"about_ca_system_score_gemma":0.002202528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002137885,"about_ca_topic_score_gemma":0.002368724,"domain_scores_codex":[0.9914116,0.005720201,0.00021688,0.0007190944,0.0008815942,0.001050688],"domain_scores_gemma":[0.9736574,0.01679932,0.004816172,0.002092159,0.001147597,0.001487336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003195487,0.000228868,0.1353918,0.0002187533,0.00008469035,0.0007861055,0.4753999,0.002284478,0.007634351,0.3041273,0.0006607032,0.07286362],"study_design_scores_gemma":[0.00004623333,0.0004061173,0.1782711,0.0004629892,0.00008913517,0.0007064012,0.4853491,0.003988578,0.005345901,0.2902823,0.03489305,0.0001591714],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8712983,0.0003190077,0.01829058,0.003157764,0.00003660835,0.00004937395,0.00004025168,0.00006975425,0.1067384],"genre_scores_gemma":[0.9989833,0.00003431553,0.0004393405,0.00004656824,0.000005864757,0.00001147459,0.000006742972,0.00001123109,0.0004610675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008961182,"threshold_uncertainty_score":0.04739183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03316067407381153,"score_gpt":0.414799169425514,"score_spread":0.3816384953517025,"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."}}