{"id":"W4413801116","doi":"10.1016/j.wmb.2025.100243","title":"The urgency of a Circular healthcare economy amidst geopolitical turbulence; strategies in the fight against raw materials and energy scarcity","year":2025,"lang":"en","type":"article","venue":"Waste Management Bulletin","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scarcity; Geopolitics; Health care; Circular economy; Business; Natural resource economics; Energy (signal processing); Economy; Economics; Political science; Economic growth; Market economy; Physics; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008970117,0.0003482195,0.0005267024,0.00101432,0.006303119,0.01661185,0.001003849,0.009816637,0.008307265],"category_scores_gemma":[0.007452318,0.0003052215,0.0004088152,0.001304077,0.02007503,0.01416123,0.008913599,0.00747747,0.001573146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00896757,"about_ca_system_score_gemma":0.02590771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00577754,"about_ca_topic_score_gemma":0.007905889,"domain_scores_codex":[0.996221,0.001653844,0.0001206016,0.0002725565,0.0006775652,0.001054467],"domain_scores_gemma":[0.9908699,0.002760345,0.001040778,0.0004839344,0.001075855,0.003769133],"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":[0.00007317904,0.0000612316,0.001262678,0.0002985894,0.00001847419,0.0004773875,0.003459223,0.0005663959,0.0007184809,0.8617321,0.1050337,0.02629853],"study_design_scores_gemma":[0.00003248961,0.00007426131,0.001982325,0.0005892708,0.000009240573,0.0003642607,0.01789886,0.0008613876,0.0003636023,0.4382731,0.539494,0.00005728737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01341333,0.008745399,0.004098535,0.943383,0.001639882,0.00003635359,0.00009858679,0.00008673147,0.02849817],"genre_scores_gemma":[0.7430314,0.02280739,0.009123174,0.1947819,0.004565798,0.0001862935,0.0001333415,0.0001651075,0.02520555],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01661185,"threshold_uncertainty_score":0.06506455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008966236248233155,"score_gpt":0.2437463267412238,"score_spread":0.2347800904929907,"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."}}