{"id":"W7115560685","doi":"10.5281/zenodo.17937749","title":"Guide on the traceable calibration of in situ EMS and PTI methods to determine aerosol light absorption coefficients as a function of the light source wavelength and aerosol SSA using reference gases and aerosols with an uncertainty budget (target ≤10 %)","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Aerosol; Calibration; Traceability; Absorption (acoustics); Wavelength; Radiometry; In situ; Interferometry","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":[0.005075154,0.002100744,0.001010226,0.003313933,0.000791524,0.001521492,0.003899223,0.002333442,0.06625038],"category_scores_gemma":[0.006541295,0.001791829,0.001095876,0.001725794,0.0005577884,0.001791712,0.00201844,0.002369969,0.08194195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190229,"about_ca_system_score_gemma":0.002363318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005168018,"about_ca_topic_score_gemma":0.01104957,"domain_scores_codex":[0.9966968,0.0003524509,0.0001630076,0.0002774097,0.002371976,0.0001382605],"domain_scores_gemma":[0.995892,0.0008469247,0.0002979349,0.0008801989,0.002000451,0.00008243565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000214172,0.0004343094,0.002402116,0.002380277,0.00007450537,0.0004143727,0.0004577693,0.01029785,0.1092378,0.0140096,0.3262243,0.5338531],"study_design_scores_gemma":[0.00007344512,0.0002405118,0.00235723,0.0007586003,0.00004593957,0.0006813327,0.0001161002,0.007346604,0.1019973,0.007421405,0.8788555,0.0001060336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004832969,0.00340677,0.8256688,0.001537403,0.0009097192,0.001807654,0.03336187,0.03839423,0.09008051],"genre_scores_gemma":[0.02585633,0.007776011,0.6938471,0.001906547,0.0003299468,0.004517261,0.04134974,0.01343173,0.2109854],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06625038,"threshold_uncertainty_score":0.2216296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02947850977977183,"score_gpt":0.2566094717538903,"score_spread":0.2271309619741184,"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."}}