{"id":"W3199203493","doi":"10.1136/bmj.n1323","title":"Net zero healthcare: a call for clinician action","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Call to action; Health care; Health professionals; Action (physics); Zero (linguistics); Psychology; Clinical Practice; Public relations; Business; Nursing; Political science; Medicine; Marketing; Law; Philosophy","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":[0.05166334,0.001806822,0.002689414,0.002111995,0.01067882,0.02260684,0.005995645,0.0925418,0.06200708],"category_scores_gemma":[0.08409156,0.001210397,0.00321649,0.001545424,0.02603112,0.03602239,0.01845008,0.08124527,0.01522143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01105369,"about_ca_system_score_gemma":0.05876287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01110375,"about_ca_topic_score_gemma":0.02421729,"domain_scores_codex":[0.9599652,0.01517004,0.002681451,0.003256618,0.01226145,0.006665207],"domain_scores_gemma":[0.8665872,0.05684147,0.004294162,0.00589067,0.01901594,0.04737059],"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":[0.00009820714,0.0001623826,0.00033261,0.0003410904,0.0000356146,0.0002093566,0.00096448,0.0001026252,0.0001784839,0.03936856,0.9333729,0.02483376],"study_design_scores_gemma":[0.0001634047,0.0001118733,0.0008019715,0.001718473,0.00004321015,0.0002025906,0.005402758,0.0002389041,0.0001652965,0.07980037,0.9112145,0.0001365702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001456511,0.001465723,0.0003559804,0.9816899,0.01328522,0.000008665607,0.00002385183,0.00005347616,0.002971462],"genre_scores_gemma":[0.005702095,0.002311877,0.002439221,0.9730095,0.01039659,0.00007391372,0.00005842765,0.00008668381,0.005921688],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0925418,"threshold_uncertainty_score":0.2732251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8244303023136003,"score_gpt":0.6675161831527543,"score_spread":0.156914119160846,"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."}}