{"id":"W2142113696","doi":"10.5194/amt-4-245-2011","title":"Characterization and intercomparison of aerosol absorption photometers: result of two intercomparison workshops","year":2011,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":410,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Photometer; Aerosol; Absorption (acoustics); Environmental science; Sun photometer; Particle (ecology); Optics; Atmospheric sciences; Meteorology; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005938419,0.0002188586,0.0004033038,0.000005118924,0.00004813097,0.00001988008,0.0002466367,0.0001025517,0.0006996761],"category_scores_gemma":[0.00004986434,0.0001934154,0.00007674843,0.0002880824,0.0001683575,0.0002824788,0.00002992865,0.0001460903,0.000004242044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001537707,"about_ca_system_score_gemma":0.00002765583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001192312,"about_ca_topic_score_gemma":0.000141809,"domain_scores_codex":[0.9983246,0.00008207215,0.0006504287,0.0003108503,0.0004127834,0.0002192831],"domain_scores_gemma":[0.9989177,0.00003030747,0.0004906489,0.0002902414,0.0001840831,0.00008701886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003243164,0.0001733119,0.2265719,0.0001821456,0.0000782853,0.000002092279,0.001494315,0.00000816893,0.6206332,0.00001728935,0.0001253126,0.1503897],"study_design_scores_gemma":[0.000333795,0.0003757218,0.07460259,0.0003804623,0.00004939663,0.000005834174,0.0002886249,0.001364386,0.9220474,0.00008508837,0.0002129545,0.0002537416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525083,0.0002526042,0.04391196,0.00001237032,0.0000975418,0.0003561459,0.00001302154,0.0001210411,0.002726962],"genre_scores_gemma":[0.9538285,0.0001437125,0.04586985,0.00002970942,0.00003334349,0.000008907217,0.0000387253,0.000007706441,0.00003958537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3014142,"threshold_uncertainty_score":0.7887252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05395678271796853,"score_gpt":0.2433730018188676,"score_spread":0.189416219100899,"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."}}