{"id":"W306439780","doi":"","title":"Tackling Insurance Fraud: Law and Practice","year":2007,"lang":"en","type":"article","venue":"Risk Management and Insurance Review","topic":"Law, logistics, and international trade","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insurance law; Reinsurance; Law; Insurance fraud; Insurance policy; General insurance; Suspect; Bad faith; Business; Actuarial science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.005667183,0.0009646653,0.0006967753,0.002114246,0.003315248,0.0166109,0.00129384,0.008104724,0.01022056],"category_scores_gemma":[0.01569621,0.0007427563,0.0003950048,0.003134016,0.01016331,0.01664048,0.007492638,0.007835834,0.008214579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004192096,"about_ca_system_score_gemma":0.008461275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004116252,"about_ca_topic_score_gemma":0.005323954,"domain_scores_codex":[0.9945187,0.001721017,0.0003689384,0.0005390322,0.002438093,0.0004142672],"domain_scores_gemma":[0.9933013,0.003367238,0.0005985701,0.0003515119,0.001126434,0.001255027],"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":[0.0000120037,0.0000717087,0.0005042019,0.000567895,0.000008748772,0.0001515325,0.005234287,0.0002359675,0.0002122838,0.05544684,0.7780152,0.1595394],"study_design_scores_gemma":[0.000004525219,0.00001968585,0.0004712619,0.001541377,0.000002275395,0.0002244866,0.002526016,0.0001056398,0.00004980459,0.01423032,0.9808123,0.00001235577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002118417,0.3863464,0.006697901,0.4388961,0.01070846,0.0001082234,0.00007837416,0.0003457113,0.1547004],"genre_scores_gemma":[0.04526506,0.547864,0.01487652,0.1107882,0.01237202,0.0003102547,0.0002333493,0.0003228175,0.2679678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0166109,"threshold_uncertainty_score":0.03419119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311415792995448,"score_gpt":0.2791783021090831,"score_spread":0.2560641441791286,"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."}}