{"id":"W4392464116","doi":"10.2139/ssrn.4748214","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); Process engineering; Computer science; Computer hardware; Materials science; Engineering; Telecommunications; Mathematics","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":[0.0003368596,0.0001737641,0.0002561769,0.0001691611,0.00005525819,0.00001904177,0.00007325723,0.0002036165,0.00000153207],"category_scores_gemma":[0.00005504116,0.0001665148,0.00005816594,0.00005608748,0.00005043039,0.00005552095,0.00009237094,0.001115616,1.407579e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006445281,"about_ca_system_score_gemma":0.00006663139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006191189,"about_ca_topic_score_gemma":0.00002361669,"domain_scores_codex":[0.9987308,0.00001606406,0.0003613464,0.0001974832,0.0001987502,0.0004955899],"domain_scores_gemma":[0.9995158,0.00006280467,0.0001389304,0.0001201695,0.0001311988,0.00003111287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004088748,0.000007407657,0.00000244858,0.0004537453,0.0001834198,1.063925e-7,0.00004821333,0.6410772,0.3526998,0.00007363207,0.000002335905,0.00541081],"study_design_scores_gemma":[0.0002081484,0.00009643124,0.00001388249,0.00008938113,0.0002580205,0.00002494314,0.0001711517,0.1112299,0.7884699,0.09928022,0.00003203184,0.0001259961],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5078607,0.01104692,0.4805569,0.00002266141,0.00009784004,0.0003116448,0.000009509367,0.00008165024,0.00001215206],"genre_scores_gemma":[0.9936747,0.002304665,0.003887553,2.571978e-7,0.00004214808,0.00001756237,0.000002414226,0.0000343816,0.00003635327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5298473,"threshold_uncertainty_score":0.6790275,"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."}}