{"id":"W2409618311","doi":"10.2514/6.2016-3738","title":"Plans and Preliminary Results of Fundamental Studies of Ice Crystal Icing Physics in the NASA Propulsion Systems Laboratory","year":2016,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada; National Aeronautics and Space Administration","keywords":"Icing; Propulsion; Aerospace engineering; Physics; Systems engineering; Astrobiology; Engineering; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006985573,0.0006630275,0.0004359675,0.001149342,0.00192079,0.001058643,0.001005855,0.0007763585,0.006395871],"category_scores_gemma":[0.003298423,0.0002454086,0.0006347011,0.0006328739,0.000826286,0.00145033,0.0009986041,0.001494591,0.001002726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875635,"about_ca_system_score_gemma":0.005650716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007780087,"about_ca_topic_score_gemma":0.0125401,"domain_scores_codex":[0.9982839,0.0003431687,0.00004454054,0.00008295928,0.0009055724,0.0003397819],"domain_scores_gemma":[0.9958017,0.0008384627,0.0002084792,0.000395375,0.001748822,0.001007096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008762703,0.008756888,0.04663742,0.001190909,0.0001760351,0.00132909,0.003339652,0.03349304,0.4967135,0.01185651,0.07398836,0.313756],"study_design_scores_gemma":[0.001163997,0.0429195,0.1023881,0.0001779556,0.0001372273,0.0005225869,0.003849014,0.02731453,0.6311083,0.008497074,0.1815986,0.0003231095],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7602223,0.002675444,0.05495588,0.01188866,0.0008187388,0.00866331,0.02405309,0.002384413,0.1343381],"genre_scores_gemma":[0.8997985,0.001633823,0.05518238,0.000826027,0.0002305741,0.002126443,0.01318835,0.0002529054,0.02676093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007780087,"threshold_uncertainty_score":0.03694367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03467883164112309,"score_gpt":0.2566904996245248,"score_spread":0.2220116679834017,"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."}}