{"id":"W2883309417","doi":"10.5194/amt-12-271-2019","title":"A calibration procedure which accounts for non-linearity in single-monochromator Brewer ozone spectrophotometer measurements","year":2019,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Stray light; Monochromator; Ozone; Calibration; Linearity; Optics; Observatory; Environmental science; Wavelength; Remote sensing; Physics; Meteorology; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001326299,0.0004099323,0.0005168883,0.00001324506,0.0001221227,0.0001577646,0.0003966019,0.0002324673,0.001421057],"category_scores_gemma":[0.0001329109,0.0003600403,0.0001227148,0.0008002452,0.00003764373,0.0006709285,0.00002631758,0.0002227039,0.000127061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139216,"about_ca_system_score_gemma":0.0002212337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010893,"about_ca_topic_score_gemma":0.002374734,"domain_scores_codex":[0.9967031,0.00008606529,0.0006601581,0.0007210589,0.001115804,0.0007137602],"domain_scores_gemma":[0.9986943,0.0000446061,0.0002707756,0.0004726493,0.0003758679,0.0001417852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000438541,0.0004106284,0.9272742,0.0003767789,0.0001066924,0.000005895897,0.000237972,0.0002481166,0.05340534,0.000008851221,0.002764875,0.01472211],"study_design_scores_gemma":[0.004705191,0.004245048,0.7279429,0.0009995404,0.0002007533,0.00003930223,0.0004783272,0.1179054,0.1274003,0.001371435,0.01189356,0.002818155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808676,0.0003375282,0.007328064,0.0001959497,0.0004582877,0.003384699,0.00002575438,0.0003761362,0.007025945],"genre_scores_gemma":[0.9496651,0.00004286875,0.04924311,0.0004818595,0.0001327182,0.000116123,0.00006375548,0.00002944521,0.0002250237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1993312,"threshold_uncertainty_score":0.9998851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03356678754090463,"score_gpt":0.2417615871442934,"score_spread":0.2081947996033887,"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."}}