{"id":"W3093188830","doi":"10.1097/aln.0000000000003530","title":"Hydraulic Coupling","year":2020,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Assembly of First Nations","funders":"","keywords":"Medicine; Coupling (piping); 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004456605,0.0002604781,0.0004605512,0.0001034287,0.00003580319,0.00001574581,0.0002621198,0.000524854,0.0002041694],"category_scores_gemma":[0.00001543449,0.000247787,0.0001633169,0.0001303478,0.00003649311,0.00002396346,0.00001479869,0.0009736285,0.001066739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002832329,"about_ca_system_score_gemma":0.00001294806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007965058,"about_ca_topic_score_gemma":0.000001412555,"domain_scores_codex":[0.9990605,0.00002060146,0.0002135442,0.0002487155,0.0001320072,0.0003246788],"domain_scores_gemma":[0.999612,0.00006227904,0.00003225536,0.0002379104,0.00001851865,0.00003703598],"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":[8.540071e-7,0.000001147265,0.0003022251,0.00008883121,0.00009829411,0.0008027084,0.00002091435,0.001874579,0.000221656,0.000001385266,0.9962385,0.0003489217],"study_design_scores_gemma":[0.00005677012,0.00002680386,0.0000811193,0.00002197458,0.00009241912,0.00001395145,0.000002683175,0.01156767,0.0001301103,0.0001072818,0.9876221,0.0002771404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02949316,0.00849749,0.0003489632,0.9511634,0.0014016,0.0003605224,0.00001143743,0.002679573,0.006043822],"genre_scores_gemma":[0.05144269,0.0003979995,0.0001064114,0.9420732,0.005108275,0.00002646528,0.0003440934,0.0001292913,0.0003716041],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02194953,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254803007089013,"score_gpt":0.1962082794991666,"score_spread":0.1736602494282765,"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."}}