{"id":"W4285167965","doi":"10.1007/978-3-030-99210-1_1","title":"Background and Equation Summaries","year":2022,"lang":"en","type":"book-chapter","venue":"Sureys and tutorials in the applied mathematical sciences","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Compendium; Exposition (narrative); Remainder; Computer science; Calculus (dental); Mathematics; History; Arithmetic; Art; Archaeology","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":[0.0006362115,0.001873928,0.001326488,0.002776962,0.001100706,0.00205453,0.001952096,0.001478991,0.2594829],"category_scores_gemma":[0.002599961,0.0005723734,0.001069575,0.003571887,0.0005235212,0.003707542,0.001843524,0.002402017,0.1857883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009129737,"about_ca_system_score_gemma":0.001301638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712519,"about_ca_topic_score_gemma":0.003637101,"domain_scores_codex":[0.9995419,0.00006674951,0.00004882297,0.0001274399,0.0001636074,0.00005153725],"domain_scores_gemma":[0.9994926,0.0001345971,0.00003743938,0.00008124072,0.0002250173,0.0000290687],"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":[0.00003249507,0.0000859181,0.0002283092,0.001080572,0.00001496594,0.0001543159,0.0001783046,0.001477055,0.001046566,0.2068666,0.6269524,0.1618825],"study_design_scores_gemma":[0.000003278149,0.00001970522,0.0001628951,0.0001940541,0.000006599749,0.0001173678,0.00003125248,0.0005336435,0.0002773844,0.02842489,0.9702148,0.00001423653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002414066,0.07723745,0.1319349,0.006761599,0.01480005,0.000668847,0.03535968,0.003504305,0.7273191],"genre_scores_gemma":[0.01608306,0.05664205,0.05378491,0.00341352,0.006207493,0.001268041,0.03713473,0.002636977,0.8228292],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2594829,"threshold_uncertainty_score":0.8680568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04073732959565523,"score_gpt":0.2393857132316234,"score_spread":0.1986483836359681,"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."}}