{"id":"W4413208335","doi":"10.4271/as6886a","title":"Counterfeit Materiel: Assuring Acquisition and Use of Authentic and Conforming Refrigerant","year":2025,"lang":"en","type":"standard","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerant; Montreal Protocol; Global-warming potential; Protocol (science); Global warming; Counterfeit; Environmental science; Ozone depletion; Environmentally friendly; Engineering; Waste management; Ozone layer; Computer science; Chemistry; Political science; Law; Ozone; Greenhouse gas; Mechanical engineering; Climate change; Heat exchanger; Ecology; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00008291621,0.000199295,0.000323527,0.0002711037,0.00006989735,0.0002064695,0.00006244136,0.0002521845,0.00008425391],"category_scores_gemma":[0.00002760201,0.0001837185,0.00003102238,0.00007010578,0.00008220362,0.0002432894,0.00006422329,0.0001695896,0.000001292174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000385512,"about_ca_system_score_gemma":0.00002073098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001879021,"about_ca_topic_score_gemma":0.000009756334,"domain_scores_codex":[0.9992466,0.000008658832,0.0003134238,0.0001675786,0.0001231281,0.0001406373],"domain_scores_gemma":[0.9996088,0.00005828102,0.00006186122,0.0001800993,0.00006717353,0.00002381309],"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":[0.0003193994,0.0001307875,0.002473183,0.05034285,0.003904962,0.0002317238,0.00606008,0.005136049,0.06002466,0.1078322,0.5257317,0.2378124],"study_design_scores_gemma":[0.001968061,0.000304356,0.002703661,0.009647539,0.0004689456,0.0001051324,0.001018672,0.05802913,0.08179258,0.004040063,0.8377217,0.002200141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8551657,0.009764931,0.06163668,0.0008142237,0.005566987,0.002019095,0.003832549,0.006660545,0.05453934],"genre_scores_gemma":[0.9780617,0.005708082,0.00338938,0.00007751421,0.00005983011,0.00003497619,0.0003671309,0.00005315318,0.01224822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.31199,"threshold_uncertainty_score":0.7491822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009516321560423998,"score_gpt":0.2164121163102423,"score_spread":0.2068957947498183,"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."}}