{"id":"W1541918924","doi":"","title":"Evaporator Design for an Isokinetic Total Water Content Probe in a Naturally Aspirating Configuration","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Evaporator; Liquid water content; Environmental science; Heat transfer; Meteorology; Mechanics; Nuclear engineering; Aerospace engineering; Gas compressor; Engineering; Physics; Cloud computing; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004016235,0.0001089861,0.0001239877,0.0001037779,0.00003836585,0.00003384022,0.00007615979,0.0001095831,0.000006334289],"category_scores_gemma":[0.00007812919,0.0000845556,0.00002170213,0.00006922881,0.00001799726,0.0001084399,0.000009498165,0.0001330489,0.000005834242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005278176,"about_ca_system_score_gemma":0.000007885664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009952942,"about_ca_topic_score_gemma":0.00002936474,"domain_scores_codex":[0.9992735,0.0000113745,0.0002200653,0.0001277433,0.00008266426,0.0002846778],"domain_scores_gemma":[0.9997264,0.0000502298,0.00001828329,0.0001263205,0.00005263041,0.00002614614],"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":[0.00003526298,0.00001551919,0.0001249633,0.00004296289,0.000007208645,0.000005257684,0.0006155006,0.004892242,0.9648776,0.0007400861,0.0001683074,0.02847506],"study_design_scores_gemma":[0.0004572405,0.0002661699,0.0008848931,0.00004278482,0.000005124838,0.000006597641,0.0002312839,0.07579245,0.9201241,0.001966472,0.00006630584,0.0001566129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.623442,0.00001298217,0.3746716,0.00006912267,0.0001399842,0.0003972486,0.000001098394,0.0004825383,0.0007833987],"genre_scores_gemma":[0.9730977,6.938454e-7,0.02669737,0.00003980201,0.00004684845,0.00004445853,0.00000979661,0.00002075454,0.00004260189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3496557,"threshold_uncertainty_score":0.3448077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471133219822613,"score_gpt":0.2476762010827294,"score_spread":0.2005628791004681,"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."}}