{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008745547,0.0002792873,0.0003213964,0.0002612124,0.000175899,0.00008356592,0.0001204129,0.0003286247,0.001701593],"category_scores_gemma":[0.0003423342,0.0002775952,0.00005742317,0.00004533228,0.00004587948,0.0001366574,0.00003658975,0.0001383744,0.00002531281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198386,"about_ca_system_score_gemma":0.0001512279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004473859,"about_ca_topic_score_gemma":0.00001179059,"domain_scores_codex":[0.99831,0.00006978885,0.0005907246,0.000419561,0.0004940767,0.000115824],"domain_scores_gemma":[0.9972007,0.0005328691,0.0003624084,0.0004210956,0.001431996,0.0000508952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001546989,0.00001998518,0.000005641269,0.0001316109,0.00005917166,1.695241e-7,0.0001673412,0.007238006,0.000003023187,0.9289064,0.05824833,0.005204882],"study_design_scores_gemma":[0.000393167,0.00001327165,0.000007889909,0.00009745079,0.0002278088,8.627839e-7,0.000007400816,0.4398424,0.00001783987,0.5325767,0.02660297,0.0002122446],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000002759749,0.0002908193,0.5849915,0.0001948783,0.0001078205,0.001095702,0.000008589346,0.00009489996,0.4132131],"genre_scores_gemma":[0.002275013,0.0003622071,0.1157133,0.00009457565,0.0001872006,0.00005152522,0.0003447045,0.00005978702,0.8809117],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4692782,"threshold_uncertainty_score":0.9999676,"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."}}