{"id":"W2535536867","doi":"10.1109/epc.2007.4520335","title":"Hydro Hydraulics - a disappearing art?","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Hydraulics; Rope; Draft tube; Engineering; Wire rope; Forensic engineering; Construction engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002304041,0.0004464122,0.0004625729,0.0008121983,0.002151737,0.004660621,0.0008405861,0.002524344,0.02155222],"category_scores_gemma":[0.004624224,0.0002752091,0.0002415571,0.001125963,0.01031692,0.01106341,0.002924378,0.004077458,0.005931944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002298673,"about_ca_system_score_gemma":0.002083001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121716,"about_ca_topic_score_gemma":0.003442122,"domain_scores_codex":[0.9985594,0.0004365064,0.00006662899,0.0001688873,0.0006387175,0.0001297268],"domain_scores_gemma":[0.9982845,0.0004485956,0.0001356229,0.0002954647,0.0005005312,0.0003351571],"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":[0.00006905577,0.0000427601,0.0006980155,0.0006135026,0.000009243076,0.0002195732,0.00234972,0.0001647456,0.0007593333,0.2727517,0.4596034,0.262719],"study_design_scores_gemma":[0.000003558052,0.00002691031,0.0003897859,0.0002450481,0.000001943231,0.0002147906,0.001465545,0.00006920627,0.00008339133,0.02464556,0.9728464,0.000007811565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004983087,0.2329531,0.008108405,0.5322397,0.0477493,0.00003160961,0.0002076835,0.0004716738,0.1732554],"genre_scores_gemma":[0.2008447,0.248447,0.008758444,0.1349938,0.06520628,0.00006592891,0.0002568463,0.0005098347,0.3409171],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02155222,"threshold_uncertainty_score":0.07209933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008081706598586022,"score_gpt":0.2081328586605562,"score_spread":0.2000511520619702,"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."}}