{"id":"W4417496610","doi":"10.2139/ssrn.5939195","title":"Fiscal Geometry and Structural Visibility in Social Analysis","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Visibility; Social analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004225893,0.0004976976,0.001155318,0.002815013,0.002331962,0.006097715,0.0009984557,0.001898752,0.009822498],"category_scores_gemma":[0.02089048,0.0005584155,0.0007069713,0.002686314,0.009717342,0.00915927,0.00363296,0.002607574,0.0005347545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003860963,"about_ca_system_score_gemma":0.001963801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797385,"about_ca_topic_score_gemma":0.002175129,"domain_scores_codex":[0.9968603,0.002109035,0.0001010028,0.0003245493,0.000398522,0.0002065457],"domain_scores_gemma":[0.9781799,0.01715766,0.001508156,0.001510797,0.0009105004,0.0007329516],"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":[0.000004868729,0.000003079103,0.00008773217,0.000007414663,0.000002261584,0.000004311933,0.00006168069,0.0005518475,0.00001062238,0.9985552,0.0001645505,0.0005463949],"study_design_scores_gemma":[0.00000356379,0.000001099163,0.00005046919,0.000003364393,0.000001284423,0.0000030256,0.00003242404,0.001166266,0.00001107692,0.9983758,0.0003505619,0.000001105595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3531217,0.004052021,0.394936,0.05191689,0.0004667325,0.00007998669,0.0006987933,0.0002196248,0.1945082],"genre_scores_gemma":[0.9874966,0.0006733001,0.007335053,0.0001845882,0.00028481,0.00003847169,0.00006502747,0.00004441251,0.003877728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009822498,"threshold_uncertainty_score":0.0328595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522060077864308,"score_gpt":0.3703158008347451,"score_spread":0.355095200056102,"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."}}