{"id":"W2130704402","doi":"10.1111/j.1539-6975.2005.00141.x","title":"<scp>The (1992) Bonus‐Malus System in Tunisia: An Empirical Evaluation</scp>","year":2005,"lang":"en","type":"article","venue":"Journal of Risk & Insurance","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Incentive; Residence; Actuarial science; Variable (mathematics); Underwriting; Affect (linguistics); Accident (philosophy); Economics; Business; Demographic economics; Psychology; Microeconomics; Mathematics","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":[0.008435087,0.0006545322,0.0007749386,0.001710343,0.001292061,0.001783992,0.001558362,0.001246596,0.007960213],"category_scores_gemma":[0.01421896,0.0003281369,0.0008538272,0.002312037,0.001368651,0.001146251,0.001019081,0.001493526,0.0009698882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007876095,"about_ca_system_score_gemma":0.002416419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2234473,"about_ca_topic_score_gemma":0.1239304,"domain_scores_codex":[0.9956284,0.002718371,0.0002311702,0.0003394842,0.0004645672,0.0006179871],"domain_scores_gemma":[0.9711792,0.0153139,0.007548346,0.0011164,0.00340507,0.001437141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007562649,0.01134099,0.8992911,0.0006339101,0.001063018,0.001086131,0.001749462,0.01651647,0.001075963,0.004881498,0.009291365,0.04550747],"study_design_scores_gemma":[0.001012653,0.004184755,0.9665868,0.0001217766,0.0004845731,0.00009823598,0.00380022,0.01470802,0.001778307,0.0003406723,0.00683374,0.00005016011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997396,0.000183836,0.0001208872,0.0003151404,0.00001174307,0.00007179376,0.000595616,0.000009927122,0.001295071],"genre_scores_gemma":[0.9964349,0.0001638968,0.000204097,0.0001424167,0.00005920561,0.0001021095,0.001141242,0.0000048098,0.001747317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2234473,"threshold_uncertainty_score":0.4442934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03359094238265757,"score_gpt":0.2690695975794851,"score_spread":0.2354786551968275,"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."}}