{"id":"W2041332321","doi":"10.1371/journal.pone.0019222","title":"Health Systems and Sustainability: Doctors and Consumers Differ on Threats and Solutions","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Rationing; Sustainability; Health care; Business; Population; Public health; Population ageing; Medicine; Marketing; Environmental health; Family medicine; Nursing; Economic growth","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":[0.01752861,0.0002021077,0.0006378769,0.001343098,0.002454677,0.006418712,0.0005957908,0.003836017,0.005816898],"category_scores_gemma":[0.03505791,0.0003091446,0.0003586309,0.001768227,0.01228478,0.00626584,0.006193821,0.002280847,0.000312128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004680261,"about_ca_system_score_gemma":0.006328442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007882402,"about_ca_topic_score_gemma":0.006252576,"domain_scores_codex":[0.9771047,0.01616422,0.0006123489,0.0007064267,0.003505534,0.001906762],"domain_scores_gemma":[0.9764177,0.01251277,0.004210447,0.0007968266,0.002087736,0.003974633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007019992,0.0002662152,0.3060983,0.001639312,0.0003046159,0.001078465,0.3786083,0.0007962158,0.001624106,0.1367581,0.0247299,0.1473944],"study_design_scores_gemma":[0.0001477015,0.0006257524,0.2900715,0.002077558,0.000101064,0.001327093,0.4596468,0.0008377944,0.0004735415,0.1575965,0.08692749,0.0001673176],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4582679,0.009927757,0.002088832,0.4943008,0.0004192026,0.00005930759,0.0001305704,0.00002335403,0.03478233],"genre_scores_gemma":[0.9830098,0.001907256,0.0003089726,0.01401419,0.0001532222,0.00001730158,0.00002053309,0.000005276442,0.0005634447],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01752861,"threshold_uncertainty_score":0.09270126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.555095328214567,"score_gpt":0.3929628257459267,"score_spread":0.1621325024686403,"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."}}