{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01347009,0.0006853942,0.001940782,0.001252953,0.001923357,0.0003766742,0.00137819,0.001939412,0.0004423591],"category_scores_gemma":[0.00202249,0.0007048313,0.001223961,0.003181246,0.002554725,0.0002713449,0.001043165,0.01640128,0.000006146295],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008649318,"about_ca_system_score_gemma":0.009961425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008747529,"about_ca_topic_score_gemma":0.07446938,"domain_scores_codex":[0.9858021,0.003141721,0.001694703,0.001415163,0.00109956,0.006846774],"domain_scores_gemma":[0.9968327,0.001440926,0.0006065713,0.0004104958,0.0003384578,0.0003708567],"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":[0.0002874981,0.000178937,0.1682132,0.0001050796,0.004568418,0.00001764242,0.02668055,0.0002162856,0.00000910275,0.7416281,0.00004676594,0.05804844],"study_design_scores_gemma":[0.0007183157,0.000121955,0.1095444,0.00003354869,0.001605422,0.00002219771,0.04450663,0.0008430064,0.000001203265,0.8417467,0.0002748764,0.000581813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793584,0.005694892,0.002110451,0.007709966,0.0010835,0.0004576605,0.000104787,0.00003360051,0.003446784],"genre_scores_gemma":[0.9831017,0.01371808,0.00006748296,0.0001832527,0.001553241,0.00001428662,0.00002916447,0.00001876414,0.001314014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1001186,"threshold_uncertainty_score":0.9995403,"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."}}