{"id":"W4399734088","doi":"10.2308/jfr-2022-021","title":"Collaborating with Data Aggregators and the Estimize.com Setting","year":2024,"lang":"en","type":"article","venue":"Journal of Financial Reporting","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Revenue; Data science; Data sharing; Key (lock); Field (mathematics); Earnings; Business; Accounting; Computer security","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":[0.04092505,0.0005742006,0.0005029483,0.002731673,0.00890927,0.01012342,0.002630458,0.002718315,0.02771376],"category_scores_gemma":[0.09055297,0.0007920193,0.0004738132,0.003739175,0.003368149,0.01074825,0.01134077,0.003067331,0.005557111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002986415,"about_ca_system_score_gemma":0.006453283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004471423,"about_ca_topic_score_gemma":0.007112988,"domain_scores_codex":[0.9618949,0.02900288,0.001046163,0.003422821,0.002349282,0.002283845],"domain_scores_gemma":[0.8623389,0.08278789,0.01016571,0.02191534,0.008085957,0.01470619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00402867,0.005198373,0.2641719,0.001060271,0.000213227,0.005098024,0.04622339,0.01274869,0.005324599,0.1881044,0.2639689,0.2038596],"study_design_scores_gemma":[0.001155891,0.001690929,0.06717609,0.0009089052,0.0001128395,0.001363736,0.09143319,0.04459467,0.007155832,0.1018034,0.6820737,0.0005308224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6927309,0.0005179837,0.04900243,0.05759329,0.001233341,0.004470376,0.01286029,0.002965349,0.1786261],"genre_scores_gemma":[0.9365388,0.0001624935,0.04073457,0.003902994,0.00037051,0.004030512,0.002765577,0.0002531571,0.01124136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04092505,"threshold_uncertainty_score":0.216435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335088008846962,"score_gpt":0.2625772041707117,"score_spread":0.2392263240822421,"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."}}