{"id":"W4405781685","doi":"10.3390/su17010053","title":"The Importance of Lifecycle Refrigerant Management in Climate and Ozone Protection","year":2024,"lang":"en","type":"article","venue":"Sustainability","topic":"Green IT and Sustainability","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Ozone; Environmental science; Business; Environmental resource management; Environmental protection; Environmental planning; Engineering; Meteorology; Geography","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":[0.0008452942,0.0004610395,0.000275733,0.0002994715,0.0004956626,0.001890352,0.000887626,0.001026609,0.002145667],"category_scores_gemma":[0.0009308671,0.000244878,0.0006717037,0.0004189986,0.0006520163,0.001902901,0.0009882306,0.0008436446,0.0001959628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148277,"about_ca_system_score_gemma":0.003284811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05034259,"about_ca_topic_score_gemma":0.04740174,"domain_scores_codex":[0.9995333,0.0001614183,0.000009159795,0.000059576,0.0001168581,0.0001196377],"domain_scores_gemma":[0.999662,0.0001280878,0.00005833479,0.0000207121,0.0001001211,0.00003072192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001161153,0.0002167243,0.02602463,0.0004443074,0.0001226304,0.0003828332,0.0003610816,0.7485843,0.01485416,0.1452254,0.003978765,0.05968906],"study_design_scores_gemma":[0.00003182305,0.0003598264,0.02020484,0.0001994885,0.0001253182,0.0001310143,0.0008882111,0.8791338,0.008946517,0.04673996,0.04313175,0.0001073996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6554825,0.007266955,0.1952425,0.008063545,0.0003116191,0.0002798443,0.001409486,0.0003950869,0.1315484],"genre_scores_gemma":[0.988104,0.001567668,0.007489259,0.0001371835,0.0000203205,0.00004176185,0.0001324397,0.00002107566,0.002486174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05034259,"threshold_uncertainty_score":0.1000991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004685640244041766,"score_gpt":0.2289746693343804,"score_spread":0.2242890290903387,"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."}}