{"id":"W4394766469","doi":"10.62463/surgery.22","title":"CARING NATURE (ClimAte neutRal INitiatives for GrowiNg heAlTh and care Unmet REquirements) - Waste Management in Health Care","year":2024,"lang":"en","type":"article","venue":"Impact Surgery","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blueprint; Health care; Reuse; Business; Psychological intervention; Medicine; Operations management; Waste management; Engineering; Nursing; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006663054,0.000275778,0.0005793822,0.0005054928,0.0001687121,0.00006885305,0.00005101319,0.00009556846,0.000009359919],"category_scores_gemma":[0.00002070044,0.0002455161,0.000190731,0.0003031549,0.00003379162,0.0003608061,0.0001185172,0.0003486997,0.000004217644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434254,"about_ca_system_score_gemma":0.0002209152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004395114,"about_ca_topic_score_gemma":0.00009185568,"domain_scores_codex":[0.9976519,0.0001091301,0.0005904063,0.0005174566,0.0002540271,0.000877074],"domain_scores_gemma":[0.9990771,0.0001368911,0.00009133609,0.0002554063,0.00001398151,0.0004253176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008910517,0.0002115365,0.1499791,0.09980635,0.0009500273,0.001085475,0.0499755,0.0004583634,0.00007939844,0.0019503,0.007511089,0.6871018],"study_design_scores_gemma":[0.005678447,0.003824842,0.4052028,0.03257806,0.0003401276,0.0001630635,0.4680113,0.001244723,0.0008003034,0.000221015,0.07986537,0.00206991],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310145,0.05748538,0.00004436579,0.007239942,0.0007091176,0.001910854,0.0001642794,0.0001238372,0.001307693],"genre_scores_gemma":[0.9873785,0.007436839,0.000327973,0.00407259,0.0001660629,0.00008698762,0.0004292331,0.00006192706,0.00003988427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6850319,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786723803128324,"score_gpt":0.3780699184135112,"score_spread":0.340202680382228,"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."}}