{"id":"W4393697382","doi":"10.5281/zenodo.10367509","title":"KINGSWAY FINANCIAL SVCS INC","year":2023,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001272605,0.001005504,0.0005712027,0.003398335,0.00157049,0.008670037,0.0009051326,0.0020018,0.6018513],"category_scores_gemma":[0.005965261,0.0006596511,0.0005679151,0.002419169,0.0006006237,0.005006135,0.002803527,0.0021978,0.4614025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300281,"about_ca_system_score_gemma":0.006671592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007754055,"about_ca_topic_score_gemma":0.01062859,"domain_scores_codex":[0.9982343,0.0001171271,0.0001346924,0.0002744868,0.001074466,0.0001649685],"domain_scores_gemma":[0.9959087,0.0003670981,0.0002951838,0.0005708502,0.002004135,0.0008540456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008708128,0.00004455862,0.0004148429,0.0001851342,0.000005906203,0.0001925976,0.00006608186,0.000208068,0.0003340555,0.02555706,0.8021984,0.1707063],"study_design_scores_gemma":[0.000007939208,0.00001159525,0.0002306637,0.00009579203,0.000002095112,0.0001122723,0.00004026295,0.0001096041,0.0001538786,0.001298957,0.997931,0.000005979157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.001632348,0.002829899,0.001608233,0.005436188,0.001703977,0.0001044978,0.004645862,0.003772268,0.9782667],"genre_scores_gemma":[0.004841539,0.002169534,0.001012201,0.0005541836,0.0001826092,0.00003392663,0.002821511,0.0006878838,0.9876966],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.3981487,"threshold_uncertainty_score":0.5679108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590417551283011,"score_gpt":0.2326742713778842,"score_spread":0.1967700958650541,"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."}}