{"id":"W4412647852","doi":"10.1017/9781009381468.002","title":"Introduction","year":2025,"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":"Saint Mary's University","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003279188,0.0002912353,0.0002903564,0.0001641189,0.0001072155,0.00002353849,0.0002209733,0.0002311239,0.0000031589],"category_scores_gemma":[0.000003388272,0.0003758145,0.0001358168,0.000007037424,0.00008418267,0.00003668333,0.0001784768,0.0003549744,0.00001259195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002627372,"about_ca_system_score_gemma":0.00002305681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725578,"about_ca_topic_score_gemma":0.000003993362,"domain_scores_codex":[0.9992868,0.000005263616,0.0001241044,0.0002874857,0.0001110355,0.0001853269],"domain_scores_gemma":[0.9994541,0.00001938355,0.00003458462,0.0003572092,0.00008235882,0.00005230183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005484908,0.000001291296,1.428169e-7,0.0001064895,0.0001673396,0.00002599541,0.000005772215,0.0003635166,0.00003851389,0.7449597,0.2534419,0.0008838453],"study_design_scores_gemma":[0.000149775,0.000009628908,0.000003830255,0.00006627004,0.0001335841,0.000002742632,0.000006211998,0.01128272,0.00002709562,0.00001271669,0.9879824,0.000323013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002853006,0.000318452,0.001879629,0.00002697952,0.0009991076,0.0001635332,0.000233999,0.0003881482,0.9959616],"genre_scores_gemma":[0.0002280879,0.0007451636,0.0001026487,0.00001144784,0.0003193424,4.382352e-7,0.00007831254,0.00003932999,0.9984753],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.744947,"threshold_uncertainty_score":0.9998694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006025702300954526,"score_gpt":0.1546296352914913,"score_spread":0.1486039329905367,"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."}}