{"id":"W4401706647","doi":"10.2139/ssrn.4924831","title":"Design, Simulation, and Manufacturing of Analyzer Optical Cell for Detection and Measurement of Injectable Odorant at Pressure Reduction Stations","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Spectrum analyzer; Reduction (mathematics); Computer science; Process engineering; Automotive engineering; Engineering; Mathematics; Telecommunications","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":[0.0002547097,0.0004988216,0.0004887615,0.0003457168,0.0005916255,0.0007897125,0.001204558,0.001075216,0.0035236],"category_scores_gemma":[0.0005776429,0.0004779965,0.0006082968,0.0002749077,0.0003630897,0.0003658689,0.0003507297,0.0003418224,0.0004330492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008777488,"about_ca_system_score_gemma":0.001409164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007295951,"about_ca_topic_score_gemma":0.004236785,"domain_scores_codex":[0.9997868,0.00003901519,0.000008761745,0.00004155419,0.00008253783,0.00004121431],"domain_scores_gemma":[0.9996786,0.0001229751,0.00005248799,0.00004121708,0.00008206654,0.0000226239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000805009,0.00005231145,0.001576822,0.00007332298,0.00001574961,0.00009918508,0.00004753958,0.9783119,0.01213801,0.001220092,0.0002929221,0.006091685],"study_design_scores_gemma":[0.00002324383,0.00009188319,0.0004602329,0.000005192492,0.00001278644,0.00002405157,0.00001905574,0.9901602,0.008007793,0.0002686033,0.0009195639,0.000007422404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5203192,0.0004715428,0.4348475,0.0005181724,0.0001858498,0.0004030404,0.0008777815,0.002439833,0.03993703],"genre_scores_gemma":[0.9524769,0.0001490228,0.04296172,0.00003509752,0.000009066879,0.0002017746,0.0001585489,0.00005787971,0.00394995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007295951,"threshold_uncertainty_score":0.01450694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01643192990591591,"score_gpt":0.2403650725612045,"score_spread":0.2239331426552886,"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."}}