{"id":"W2324466374","doi":"10.2514/6.2014-3049","title":"Experimental Studies of Mixed-Phase Sticking Efficiency for Ice Crystal Accretion in Jet Engines","year":2014,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Jet (fluid); Accretion (finance); Mixed phase; Materials science; Phase (matter); Ice crystals; Accretion disc; Aerospace engineering; Environmental science; Mechanics; Physics; Meteorology; Astrophysics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006032349,0.0004631818,0.000432287,0.000449659,0.0004499766,0.0003301511,0.0004512364,0.0004123295,0.001096961],"category_scores_gemma":[0.001483434,0.0002128774,0.0003082625,0.0004655436,0.0004993437,0.0003816137,0.0003897861,0.0003848992,0.0001564307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003063608,"about_ca_system_score_gemma":0.0001800639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001428557,"about_ca_topic_score_gemma":0.001651002,"domain_scores_codex":[0.9993862,0.00006228587,0.00004763679,0.00009593986,0.0002991103,0.0001088087],"domain_scores_gemma":[0.998278,0.0007233563,0.0002830997,0.0001617657,0.000414849,0.0001388631],"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":[0.0005161799,0.0002003977,0.003533185,0.00008421476,0.00001370309,0.000120008,0.0002543905,0.002510073,0.9870902,0.00004767518,0.00002409781,0.005605886],"study_design_scores_gemma":[0.0000120306,0.001689303,0.01322089,0.000005167768,0.0000127009,0.00005821485,0.00009364365,0.00668809,0.9780463,0.00001714864,0.0001445898,0.00001191191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985225,0.00007804255,0.001096589,0.000002816154,0.000003120651,0.00001655652,0.00005475768,0.00001218055,0.0002136033],"genre_scores_gemma":[0.9978962,0.00007481284,0.001544203,0.000003526584,0.00000316726,0.0000136538,0.00006438429,0.000009739968,0.0003903334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001428557,"threshold_uncertainty_score":0.003669739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707556235478928,"score_gpt":0.3074345361932528,"score_spread":0.2803589738384635,"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."}}