{"id":"W4411927994","doi":"10.1016/j.clinbiochem.2025.110963","title":"Greening the lab: Creation of a national playbook on environmental sustainability in lab medicine","year":2025,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Interior Health","funders":"","keywords":"Sustainability; Health care; Climate change; Greenhouse gas; Business; Environmental resource management; Environmental planning; Environmental science; Political science","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":[0.0118761,0.001151642,0.000533528,0.002286575,0.003896607,0.007383205,0.001924924,0.003942741,0.01982644],"category_scores_gemma":[0.01045706,0.0005131236,0.0005400034,0.001618617,0.004782241,0.00723489,0.009057369,0.007921496,0.005597688],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003937067,"about_ca_system_score_gemma":0.01538809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005062075,"about_ca_topic_score_gemma":0.03011947,"domain_scores_codex":[0.995962,0.001366349,0.0002678506,0.0002206256,0.001762898,0.0004203261],"domain_scores_gemma":[0.9852487,0.004744632,0.0006431181,0.0006120675,0.002740677,0.006010711],"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":[0.00001557207,0.00007010128,0.0002682561,0.0001538732,0.000003509978,0.00008277329,0.001215389,0.000219992,0.0006337826,0.008250486,0.903183,0.08590327],"study_design_scores_gemma":[0.000001502808,0.00001323984,0.000275526,0.0001251629,8.225847e-7,0.00005543061,0.0007249938,0.00004585304,0.0001311548,0.001775976,0.9968411,0.00000925219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.005151708,0.04699031,0.02476617,0.6340446,0.1173311,0.0004657908,0.0008087085,0.00141807,0.1690235],"genre_scores_gemma":[0.04274529,0.06125654,0.06312373,0.1243148,0.04785391,0.0005561917,0.00116122,0.002118515,0.6568699],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9960629,"threshold_uncertainty_score":0.06632608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0487566702999206,"score_gpt":0.4043798072133294,"score_spread":0.3556231369134089,"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."}}