{"id":"W23971376","doi":"10.1097/01974520-200307000-00005","title":"We Need Insurance Reform to Protect Consumers","year":2003,"lang":"en","type":"article","venue":"Frontiers of Health Services Management","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Actuarial 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002855052,0.0002124003,0.0005921823,0.0002302886,0.0004650569,0.000007854891,0.000381891,0.0001200759,0.0002446247],"category_scores_gemma":[0.00006729587,0.0001811753,0.00006412123,0.0005170967,0.00005031029,0.000188482,0.0001343507,0.0004130578,0.0002597661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004150288,"about_ca_system_score_gemma":0.0001835233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002857979,"about_ca_topic_score_gemma":0.0002801021,"domain_scores_codex":[0.9962003,0.0008995166,0.001110555,0.0004162076,0.000546,0.0008274146],"domain_scores_gemma":[0.9980797,0.00009386997,0.0006340445,0.0006795508,0.000120626,0.0003922478],"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":[0.001239026,0.001225389,0.3648681,0.1008889,0.0007841201,0.00002716926,0.07049177,0.00004408908,0.00002897752,0.04001601,0.3275365,0.09285001],"study_design_scores_gemma":[0.0008900146,0.0002138701,0.01943587,0.0009518103,0.00002170888,2.202646e-7,0.1093113,0.00002442468,0.00001600436,0.0007966608,0.8681746,0.0001634327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4124191,0.01668361,0.009033285,0.3089308,0.01046761,0.02479401,0.00009480111,0.0006193322,0.2169575],"genre_scores_gemma":[0.9267868,0.002314472,0.03825987,0.02495637,0.00008336702,0.000896236,0.00002090285,0.00005202432,0.006629901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5406381,"threshold_uncertainty_score":0.7388116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02912085995379597,"score_gpt":0.375599904725385,"score_spread":0.346479044771589,"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."}}