{"id":"W3047902477","doi":"10.1002/wmh3.357","title":"Inadequate in the Best of Times: Reevaluating Provider Networks in Light of the Coronavirus Pandemic","year":2020,"lang":"en","type":"article","venue":"World Medical & Health Policy","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Health care; Business; Economic growth; Development economics; Medicine; Political science; Economics","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":[0.003666039,0.0001204511,0.0005061811,0.0002234906,0.00006055264,0.000007401116,0.0005343214,0.00009143068,0.00009206277],"category_scores_gemma":[0.001843736,0.00008777591,0.000074959,0.001402564,0.0001077348,0.00005154656,0.0001569147,0.0006179429,0.00002535888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002110702,"about_ca_system_score_gemma":0.000643858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07408112,"about_ca_topic_score_gemma":0.02151911,"domain_scores_codex":[0.9973009,0.0002881759,0.001464172,0.0002567937,0.000178169,0.0005117377],"domain_scores_gemma":[0.9985623,0.0002983023,0.0005892487,0.0003224107,0.00001593493,0.0002118049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005380762,0.0002601628,0.07984345,0.001173053,0.00002299527,0.00000559191,0.01449092,0.0005523706,6.811067e-7,0.7782115,0.004037678,0.1213478],"study_design_scores_gemma":[0.002800556,0.0004784878,0.08944532,0.001225441,0.000008081296,0.000004140082,0.001253762,0.03261635,0.000004609823,0.02033296,0.8515027,0.0003275898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02602853,0.005777111,0.0002256704,0.946677,0.0002171298,0.001366162,0.00003064738,0.00001580426,0.01966188],"genre_scores_gemma":[0.9323366,0.000935801,0.00004541986,0.06611178,0.0003096418,0.0000512,0.000002481456,0.00001288985,0.0001941765],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9063081,"threshold_uncertainty_score":0.9963356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506736077515902,"score_gpt":0.3893704315388705,"score_spread":0.2386968237872803,"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."}}