{"id":"W3124753680","doi":"10.2139/ssrn.3695154","title":"Financial Inscriptions and Social Accountability Processes","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; York University","funders":"","keywords":"Accountability; Business; Finance; Accounting; Political science; Law","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":[0.0004440672,0.0001779976,0.0001943408,0.00009190606,0.0004971873,0.0005031953,0.0002541813,0.00007758876,0.00007947682],"category_scores_gemma":[0.0005665514,0.0001724739,0.00006820867,0.0005370778,0.00009965831,0.002036143,0.0001341513,0.0009614242,0.0001590801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018504,"about_ca_system_score_gemma":0.0008171419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005319286,"about_ca_topic_score_gemma":0.0006902154,"domain_scores_codex":[0.9980263,0.000006045026,0.0002639903,0.0002646153,0.0002219977,0.001217126],"domain_scores_gemma":[0.9994756,0.00001573576,0.0002110966,0.00005826222,0.0002265098,0.00001282582],"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":[0.0003661225,0.000206493,0.02844511,0.0006202813,0.00007623814,0.000009604812,0.0004718628,0.00000613219,0.000754264,0.918452,0.01077744,0.03981442],"study_design_scores_gemma":[0.00155357,0.0001679286,0.01828644,0.00005924964,0.0001062076,0.00008944045,0.001993352,0.0002570409,0.00006382275,0.6002308,0.3763936,0.0007984606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799497,0.0010574,0.003236828,0.008840595,0.0001851663,0.0001943884,0.000006123662,0.0001661773,0.006363644],"genre_scores_gemma":[0.9956505,0.0001375484,0.0000184029,0.001817944,0.002023084,0.000007339654,0.000007218498,0.00002435682,0.0003136166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3656162,"threshold_uncertainty_score":0.7033282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018862321498501,"score_gpt":0.2219206952593807,"score_spread":0.2030583737608797,"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."}}