{"id":"W3142749866","doi":"10.17849/insm-49-01-04","title":"Navigating a Pandemic: The Unique Role of the Medical Director","year":2021,"lang":"en","type":"article","venue":"Journal of Insurance Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Employment and Social Development Canada","funders":"","keywords":"Pandemic; Reinsurance; Underwriting; Portfolio; Coronavirus disease 2019 (COVID-19); Business; Public relations; Actuarial science; Political science; Finance; Medicine; Infectious disease (medical specialty); Disease","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":[0.008432216,0.0003580444,0.0004010981,0.0007968693,0.01088579,0.01290307,0.0008216051,0.004036438,0.01066478],"category_scores_gemma":[0.01471838,0.000534328,0.0003320077,0.0005598387,0.00394396,0.005921838,0.007015392,0.01082402,0.002563892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003013246,"about_ca_system_score_gemma":0.009706565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998649,"about_ca_topic_score_gemma":0.005265498,"domain_scores_codex":[0.9918641,0.0048332,0.0002349199,0.0004833417,0.0008297326,0.001754767],"domain_scores_gemma":[0.981924,0.003038306,0.0009220635,0.000357838,0.001367164,0.01239068],"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":[0.000147539,0.000397756,0.02254716,0.000327386,0.00008465388,0.003594619,0.04382704,0.0008883143,0.001944954,0.0601941,0.7169008,0.1491457],"study_design_scores_gemma":[0.00006916541,0.0003079113,0.00683634,0.0006242978,0.00004125103,0.005315041,0.1094674,0.0009609153,0.0005983031,0.01018854,0.8654175,0.0001733016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06726237,0.01368081,0.006280248,0.8322526,0.0109409,0.00006339176,0.0001190962,0.0002987595,0.06910194],"genre_scores_gemma":[0.6983093,0.02197917,0.01076809,0.2076643,0.01448049,0.0001151632,0.0001374664,0.00022202,0.04632407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01290307,"threshold_uncertainty_score":0.04459435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03947942321916072,"score_gpt":0.3083127934355905,"score_spread":0.2688333702164298,"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."}}