{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01019442,0.0006180521,0.001001784,0.001020999,0.004399628,0.008300798,0.002128924,0.02898714,0.02709683],"category_scores_gemma":[0.02984577,0.0004654036,0.001219451,0.0007115683,0.01102891,0.01868842,0.005805498,0.02549982,0.006793068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005119552,"about_ca_system_score_gemma":0.01296176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009149262,"about_ca_topic_score_gemma":0.006030357,"domain_scores_codex":[0.9914248,0.00198504,0.0001915111,0.0009601037,0.002969748,0.002468769],"domain_scores_gemma":[0.9870194,0.00354753,0.00104144,0.001972076,0.002844152,0.003575395],"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":[0.00005563685,0.0004556536,0.001957706,0.0001587023,0.0000430315,0.0002032515,0.002230658,0.0002098247,0.000603461,0.45409,0.4806403,0.05935179],"study_design_scores_gemma":[0.00007128998,0.00008591032,0.001548927,0.0004071341,0.00002962515,0.0001181544,0.001361205,0.0002233054,0.0002996192,0.1634855,0.8323349,0.00003425512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002086079,0.004699553,0.0009734036,0.9608379,0.002857754,0.00002826143,0.00003773806,0.00009159691,0.02838771],"genre_scores_gemma":[0.04839418,0.002959271,0.001587684,0.9181821,0.004451604,0.0000809945,0.00005983105,0.00005713269,0.02422722],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02898714,"threshold_uncertainty_score":0.09064794,"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."}}