{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"9c440f10237d","filters":{"venue":"Case Studies in Mechanical Systems and Signal Processing"}},"results":[{"id":"W1450400265","doi":"10.1016/j.csmssp.2015.06.001","title":"A throttle-less single rod hydraulic cylinder positioning system for switching loads","year":2015,"lang":"en","type":"article","venue":"Case Studies in Mechanical Systems and Signal Processing","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Hydraulic circuit; Throttle; Solenoid valve; Hydraulic cylinder; Hydraulic machinery; Control theory (sociology); Cylinder; Electrohydraulic servo valve; Controller (irrigation); Solenoid; Electronic circuit; Transducer; Computer science; SIGNAL (programming language); Engineering; Mechanical engineering; Electrical engineering; Control (management)","authors":[{"name":"Ehsan Jalayeri","is_ca":true},{"name":"Ahmed Imam","is_ca":true},{"name":"Nariman Sepehri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08035236893004279,"gpt":0.2956430638701336,"spread":0.2152906949400908,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001332288,0.0003259603,0.0007704444,0.0001145378,0.0003147887,0.0001943538,0.0001095068,0.0001843087,6.724189e-7],"category_scores_gemma":[0.00009183613,0.0002781132,0.00006789849,0.000242484,0.00004528971,0.000310681,0.00006839666,0.0002191912,0.00000344409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003744374,"about_ca_system_score_gemma":0.00003646638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009320371,"about_ca_topic_score_gemma":0.00003359192,"domain_scores_codex":[0.9979193,0.0001155477,0.0008273076,0.0003796448,0.0002788999,0.0004793316],"domain_scores_gemma":[0.9990578,0.000265494,0.0001341201,0.0001553315,0.0001855984,0.0002016395],"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":[0.0004892547,0.0005442175,0.0005086045,0.109011,0.002359143,0.01293365,0.1006749,0.5251747,0.04223812,0.01928626,0.002867683,0.1839125],"study_design_scores_gemma":[0.001513147,0.0001800338,0.000001189845,0.004781373,0.00008314806,0.006864892,0.07376999,0.9109373,0.0005109743,0.0004983824,0.0003176126,0.0005419519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2992803,0.03431418,0.6604317,0.00005192214,0.001803651,0.001343422,0.00001311599,0.0005233148,0.002238372],"genre_scores_gemma":[0.998457,0.00001536104,0.0006225404,0.0000268248,0.000524985,0.0002732072,0.000003209092,0.00005948876,0.00001734057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6991768,"threshold_uncertainty_score":0.9999671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}