{"id":"W4366594397","doi":"10.3390/challe14020021","title":"A Medical Equipment Lifecycle Framework to Improve Healthcare Policy and Sustainability","year":2023,"lang":"en","type":"article","venue":"Challenges","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Sustainability; Business; Standardization; Merge (version control); Donation; Health care; Reuse; Process management; Risk analysis (engineering); Knowledge management; Engineering; Computer 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":[0.02215814,0.001348972,0.0006586353,0.005413882,0.003732304,0.01612197,0.004095049,0.009393291,0.01304544],"category_scores_gemma":[0.01603223,0.0009039427,0.002142572,0.003522615,0.01099614,0.02176002,0.01039219,0.007487151,0.003411038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01462982,"about_ca_system_score_gemma":0.02925878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01350276,"about_ca_topic_score_gemma":0.01121164,"domain_scores_codex":[0.9859771,0.00831899,0.0008713318,0.001057796,0.002433789,0.001341145],"domain_scores_gemma":[0.986183,0.005890008,0.0010038,0.001242971,0.004023488,0.001656773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003876677,0.00002099094,0.0001191278,0.00007249507,0.000003520862,0.0000419057,0.0003922318,0.001762129,0.00005981017,0.9860262,0.005630034,0.005867485],"study_design_scores_gemma":[0.000009816153,0.00003149568,0.0002556631,0.0008596327,0.00001278179,0.00007552157,0.0017371,0.004281501,0.0002110294,0.670375,0.3221189,0.00003161177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005669414,0.00943812,0.4105233,0.2137642,0.002242924,0.0007784186,0.0008351372,0.0005554267,0.3561931],"genre_scores_gemma":[0.2996269,0.02093554,0.560513,0.02912471,0.003175247,0.002002689,0.001845364,0.000659382,0.08211716],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02215814,"threshold_uncertainty_score":0.1171849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04016086685250916,"score_gpt":0.3728453817379598,"score_spread":0.3326845148854507,"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."}}