{"id":"W2058053785","doi":"10.4271/2011-38-0018","title":"Fundamental Ice Crystal Accretion Physics Studies","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":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Transport Canada; National Aeronautics and Space Administration","keywords":"Accretion (finance); Ice crystals; Physics; Astrobiology; Astrophysics; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004422558,0.0009275437,0.00102893,0.000224281,0.0004213759,0.00008391239,0.0010349,0.0008655898,0.0001811943],"category_scores_gemma":[0.000495294,0.0008185545,0.0004294406,0.0008109273,0.001342916,0.0005944233,0.0005517373,0.001505397,0.000235107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004670325,"about_ca_system_score_gemma":0.00003788815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003427929,"about_ca_topic_score_gemma":0.009221476,"domain_scores_codex":[0.9961921,0.00007729546,0.000935032,0.0009468515,0.0007393222,0.001109387],"domain_scores_gemma":[0.9977863,0.0003059168,0.0001526677,0.001417963,0.0001146597,0.000222462],"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":[0.0001725427,0.0002511894,0.000260424,0.0001402232,0.0001703811,0.00006090341,0.0002252385,0.00007167872,0.9635257,0.01608871,0.006409734,0.01262323],"study_design_scores_gemma":[0.0008835948,0.001771918,0.9550143,0.0005289728,0.0001910233,0.0001408253,0.001424409,6.862431e-7,0.007801267,0.01467932,0.01604513,0.001518589],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8572026,0.001144227,0.00003176654,0.0009344502,0.001126103,0.001156477,0.00008385778,0.02601173,0.1123088],"genre_scores_gemma":[0.9919544,0.001070505,0.005517228,0.0005298285,0.0002100907,0.0002643112,0.00003055833,0.0001885913,0.000234504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9557245,"threshold_uncertainty_score":0.9994265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248371330308861,"score_gpt":0.2556411988502606,"score_spread":0.223157485547172,"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."}}