{"id":"W4393840742","doi":"10.5281/zenodo.10367508","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; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007601137,0.0003903643,0.0003523401,0.000945474,0.00216917,0.003747113,0.002405365,0.0002664786,0.00631362],"category_scores_gemma":[0.003346262,0.0004414867,0.0001161935,0.001769061,0.0002197888,0.001058305,0.00490546,0.0007626463,0.2764092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977455,"about_ca_system_score_gemma":0.000008479285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003651047,"about_ca_topic_score_gemma":0.00001090369,"domain_scores_codex":[0.9973109,0.0000421667,0.0004644067,0.0008003187,0.0006804937,0.0007017415],"domain_scores_gemma":[0.9980086,0.00002754435,0.0004367853,0.0007753536,0.0007066503,0.00004507954],"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":[0.00003514759,0.00008310408,6.743683e-7,0.0004431815,0.00002185579,0.00007673348,0.00001167798,0.0000066757,0.00003130698,0.003119916,0.9843381,0.01183163],"study_design_scores_gemma":[0.0003048152,0.00004253583,0.0001867204,0.0001771831,0.0000351393,0.0000205687,0.00002143268,0.00005676116,0.000006559698,0.0006171842,0.9980592,0.0004718832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003194709,0.00005232382,0.0002001382,0.0006506217,0.001170524,0.0007660975,0.9350665,0.002635771,0.05913855],"genre_scores_gemma":[0.0009057651,0.0000820293,0.00001820452,0.0007529504,0.001920694,1.447357e-7,0.9922337,0.002245876,0.001840643],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2700956,"threshold_uncertainty_score":0.9998037,"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."}}