{"id":"W6945160445","doi":"10.24451/arbor.14474","title":"Performance of open-path GasFinder3 devices for CH&lt;sub&gt;4&lt;/sub&gt; concentration measurements close to ambient levels","year":2021,"lang":"en","type":"article","venue":"BFH: ARBOR","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dispersion (optics); Measurement uncertainty; Laser; Accuracy and precision; Observational error; Linear regression; Measurement device; Cascade; Systematic error","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":[0.0002628794,0.0002231237,0.0003011766,0.00002931827,0.0002133794,0.0001245121,0.0004778352,0.0001101724,0.0004681069],"category_scores_gemma":[0.00008853653,0.0002331985,0.00009346838,0.000265692,0.00003995716,0.0002514714,0.0001403187,0.0001070759,0.00005179846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493233,"about_ca_system_score_gemma":0.000308873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000115629,"about_ca_topic_score_gemma":0.0001315479,"domain_scores_codex":[0.9981845,0.0000236637,0.0004712049,0.0005239101,0.000404181,0.0003925653],"domain_scores_gemma":[0.9985906,0.00006029863,0.0002153054,0.0006090595,0.0003617257,0.0001630349],"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":[0.0001260786,0.0003162842,0.002844244,0.0002153148,0.00006939202,0.0000013543,0.0002382197,0.00005617581,0.9916398,0.001220612,0.001734299,0.001538248],"study_design_scores_gemma":[0.001138476,0.00007388364,0.009426249,0.000158359,0.00007558946,0.000002641425,0.00007655984,0.001089438,0.9689935,0.00008219596,0.01862299,0.0002600897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896991,0.0002730941,0.0006273321,0.0004389815,0.0001251293,0.0006167248,0.0002203836,0.00005288509,0.007946373],"genre_scores_gemma":[0.996388,0.00005011521,0.001856289,0.0004080669,0.0001629392,0.0005554597,0.0001391394,0.00003474021,0.0004052308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02264625,"threshold_uncertainty_score":0.9509557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817447913856028,"score_gpt":0.3064954438746725,"score_spread":0.2583209647361122,"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."}}