{"id":"W2477260716","doi":"10.1017/cbo9780511616709.004","title":"Some useful basic ideas","year":2004,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"MaRS","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":[0.00004501024,0.0005163162,0.0004828506,0.0001926909,0.0001596052,0.00004203688,0.0004296734,0.0003612102,0.000004546444],"category_scores_gemma":[0.000003071427,0.0006513333,0.000263047,0.000007809402,0.0001711631,0.00009752518,0.0002894288,0.0005362947,0.00003350452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005757841,"about_ca_system_score_gemma":0.00005863856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000666323,"about_ca_topic_score_gemma":0.00001055922,"domain_scores_codex":[0.998786,0.000006524519,0.0001967468,0.0004108178,0.000227604,0.0003723411],"domain_scores_gemma":[0.9991548,0.00003005905,0.0000660873,0.0005166652,0.00008216957,0.0001501909],"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":[0.000009243717,0.000003820892,0.000001142164,0.0001433505,0.0002869936,0.0002714764,0.00002276733,0.001747608,0.00004537023,0.9870545,0.01022364,0.0001900526],"study_design_scores_gemma":[0.001190702,0.00005823632,0.00006720293,0.0005157503,0.0004432812,0.0000200722,0.00002886749,0.008317248,0.00006870131,0.0009435291,0.9866447,0.001701717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009766886,0.001148236,0.0003347167,0.000008325759,0.0006824246,0.0002697378,0.0005007159,0.0005488797,0.9955302],"genre_scores_gemma":[0.00703376,0.001446394,0.00008045389,0.00003291668,0.0002415211,8.032549e-7,0.00007336201,0.0001321357,0.9909586],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.986111,"threshold_uncertainty_score":0.9995938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030318859412165,"score_gpt":0.1626221756093839,"score_spread":0.1523189870152623,"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."}}