{"id":"W4415984937","doi":"10.1007/978-3-032-03687-2_16","title":"Compressor Specification, Evaluation, and Design Coordination","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Scope (computer science); Spare part; Vendor; Procurement; Requisition; Gas compressor","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":[0.001501197,0.000973081,0.000739906,0.001066269,0.0006659187,0.004225747,0.001672569,0.0009882993,0.01831627],"category_scores_gemma":[0.003111275,0.0007180705,0.0004194749,0.001182297,0.001306491,0.003085,0.001105872,0.001641639,0.004630516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834167,"about_ca_system_score_gemma":0.002321237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002478977,"about_ca_topic_score_gemma":0.003497484,"domain_scores_codex":[0.9978872,0.000291997,0.00008141316,0.0001951969,0.001452934,0.00009135388],"domain_scores_gemma":[0.9988827,0.000376162,0.00004630515,0.000265353,0.0003990745,0.00003038539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001010926,0.00006689529,0.0003011645,0.0003324364,0.00001837707,0.0001115605,0.0001910834,0.04145796,0.01165862,0.6982237,0.03441631,0.2131208],"study_design_scores_gemma":[0.00003644053,0.000160227,0.0005693884,0.0002557179,0.00003757709,0.0003560666,0.0002005635,0.189206,0.05717983,0.2509486,0.5009853,0.00006441297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004225867,0.002080637,0.7128755,0.001002809,0.0002720667,0.0003327448,0.0006260224,0.002360116,0.2762242],"genre_scores_gemma":[0.2007083,0.00601415,0.4341843,0.0005379799,0.0002910439,0.0006685894,0.001956755,0.002267431,0.3533715],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01831627,"threshold_uncertainty_score":0.06127405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1529591496901868,"score_gpt":0.3436863703427027,"score_spread":0.1907272206525159,"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."}}