{"id":"W2007332889","doi":"10.4271/2011-38-0049","title":"Critical Point Evaluation of Ice Crystals in Turbofan Engines","year":2011,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Turbofan; Point (geometry); Aerospace engineering; Materials science; Environmental science; Computer science; Automotive engineering; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001689726,0.000672062,0.0009780577,0.0005239059,0.0001179271,0.00004231721,0.0009029836,0.0009828655,0.0003887686],"category_scores_gemma":[0.004371759,0.0006079456,0.000304783,0.0009828762,0.0009383297,0.000483928,0.0002757219,0.001241887,0.00005397744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003345548,"about_ca_system_score_gemma":0.0000728099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009065281,"about_ca_topic_score_gemma":0.01714846,"domain_scores_codex":[0.9958246,0.0001698481,0.001258267,0.0007724048,0.001071329,0.0009035449],"domain_scores_gemma":[0.9973414,0.0007255866,0.0001152575,0.001379472,0.0002509488,0.0001873117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001332046,0.0003186819,0.0003679499,0.0001624125,0.00003881447,0.0000329061,0.0001479153,0.0004302854,0.9647498,0.02113209,0.0009878352,0.01149817],"study_design_scores_gemma":[0.0007625099,0.0008190842,0.9662465,0.000554474,0.0001367303,0.00005492644,0.0003304681,0.000006982702,0.009673286,0.01955488,0.001100183,0.0007599259],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8910935,0.0007013094,0.00001976032,0.001192323,0.0004996565,0.001102623,0.0000431927,0.007131901,0.09821574],"genre_scores_gemma":[0.9933807,0.0002091994,0.005687466,0.0002122732,0.00006574807,0.0002764385,0.00001406514,0.0001255583,0.00002859505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9658786,"threshold_uncertainty_score":0.9996372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793164138143368,"score_gpt":0.2676485404941569,"score_spread":0.2397168991127233,"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."}}