{"id":"W4395481400","doi":"10.1017/9781009343657.019","title":"Retrospection and Outlook","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"","keywords":"Environmental science","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":[0.001352836,0.0008801793,0.0005894992,0.002436794,0.002134828,0.006967015,0.001721142,0.002439484,0.09160331],"category_scores_gemma":[0.006530609,0.0002494489,0.0005285474,0.00204359,0.001477581,0.006001476,0.002602856,0.003712822,0.09005598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002192115,"about_ca_system_score_gemma":0.001550828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170483,"about_ca_topic_score_gemma":0.002501696,"domain_scores_codex":[0.9991568,0.0001259246,0.00005687173,0.0001831068,0.0003893032,0.00008806357],"domain_scores_gemma":[0.9974346,0.0004362711,0.0001178911,0.0002498,0.001385933,0.0003756492],"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":[0.0000539621,0.00002725509,0.0001648682,0.0004224813,0.000004307252,0.0002060551,0.0003880165,0.00009290299,0.0003634153,0.03293231,0.8548406,0.1105038],"study_design_scores_gemma":[0.000001149086,0.000008907151,0.00007419488,0.0001832274,0.000001105676,0.0001619809,0.0001170699,0.00001114605,0.00006155877,0.001825304,0.9975505,0.000003797986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002095227,0.1217187,0.004757734,0.07760923,0.2005116,0.0001267493,0.001469082,0.000665927,0.5910456],"genre_scores_gemma":[0.01151223,0.0548174,0.002935852,0.04122883,0.04369627,0.0001346729,0.00158357,0.0003903522,0.8437008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09160331,"threshold_uncertainty_score":0.3064436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007160486735327619,"score_gpt":0.1555462329162632,"score_spread":0.1483857461809356,"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."}}