{"id":"W1160016710","doi":"10.1520/stp38280s","title":"Hydraulic Pump Contaminant Wear","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stillwater (Canada)","funders":"","keywords":"Environmental science; Petroleum engineering; Waste management; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.0001027576,0.0004133732,0.0005649208,0.0001138447,0.00003280038,0.00003425012,0.000212724,0.000438491,0.005700039],"category_scores_gemma":[0.000004307406,0.0003620158,0.0001647311,0.00002028696,0.00003153076,0.00004519419,0.00002731528,0.000290896,0.007174976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000920796,"about_ca_system_score_gemma":0.00001834839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003646472,"about_ca_topic_score_gemma":0.00003494707,"domain_scores_codex":[0.9987631,0.000005713634,0.0004553299,0.0002276227,0.0002527557,0.0002954864],"domain_scores_gemma":[0.999261,0.00005374877,0.00005517172,0.0004690319,0.00002190384,0.000139204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001557996,0.00004028684,0.00004908887,0.00249627,0.002117788,0.001465855,0.001935765,0.007080168,0.0004081208,0.4025583,0.4402941,0.1415386],"study_design_scores_gemma":[0.0001537316,0.0000215381,0.000004657572,0.0002614627,0.00003823633,0.0001338575,0.00001534988,0.005447167,0.00004599768,0.001058918,0.9923523,0.0004667937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003590284,0.0008504076,0.004769118,0.0000347759,0.0009617704,0.0002840471,0.00001117564,0.0006354644,0.9924173],"genre_scores_gemma":[0.04918276,0.0009549799,0.00005042576,0.0001123119,0.0004861144,0.00001491963,0.00003089874,0.0001614409,0.9490061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5520582,"threshold_uncertainty_score":0.9998832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425893929488051,"score_gpt":0.1936152156697501,"score_spread":0.1793562763748696,"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."}}