{"id":"W4396811390","doi":"10.21203/rs.3.rs-3352484/v1","title":"Pressure Dependent Nonlinearities of a Compact Hydro-Pneumatic Strut with Integrated Gas-Oil Chamber","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Chamber pressure; Materials science; Mechanics; Petroleum engineering; Mechanical engineering; Engineering; Physics","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":[0.0001499116,0.0003429083,0.0002999367,0.0001566598,0.0003751717,0.0005054387,0.0005159747,0.0007610169,0.001616582],"category_scores_gemma":[0.0003736754,0.0002413897,0.0001980812,0.0001837334,0.0006886012,0.0006370115,0.0004563542,0.000416218,0.0002552081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449306,"about_ca_system_score_gemma":0.0002805906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001662613,"about_ca_topic_score_gemma":0.001107443,"domain_scores_codex":[0.9998668,0.00002104752,0.000003428437,0.0000331659,0.00005656638,0.00001889312],"domain_scores_gemma":[0.9997639,0.00009548677,0.00004645632,0.00002384227,0.0000407376,0.00002954515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00125677,0.0001363387,0.002070578,0.0002037738,0.00004841699,0.0007762344,0.0003224025,0.2967649,0.6798393,0.008725337,0.0004452328,0.00941085],"study_design_scores_gemma":[0.00001731196,0.0002893776,0.003571542,0.000009172784,0.00001682769,0.0001188735,0.00004741231,0.9379202,0.05683761,0.0005642661,0.0005748657,0.00003257485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671713,0.0002565209,0.0255908,0.0001713658,0.00003858045,0.00001547876,0.000102628,0.0002108659,0.006442494],"genre_scores_gemma":[0.9973664,0.0000314001,0.0007259652,0.000004388114,0.000004777306,0.000004373704,0.00001366232,0.000009488988,0.001839542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001662613,"threshold_uncertainty_score":0.005407929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03831163925162787,"score_gpt":0.3226665691129926,"score_spread":0.2843549298613647,"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."}}