{"id":"W4285191832","doi":"10.2139/ssrn.4143204","title":"Ultrafast Dynamics of Ionic Liquid Drops Impacting on Heated Surfaces","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Dynamics (music); Ultrashort pulse; Materials science; Mechanics; Ionic liquid; Chemical physics; Optics; Chemistry; Physics; Acoustics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009874121,0.0001604341,0.0002066369,0.0001576,0.0002365397,0.00002396137,0.0002231919,0.00005248123,0.000086857],"category_scores_gemma":[0.000009085674,0.0001615901,0.0001246123,0.0002570703,0.00002337973,0.00007623064,0.00001681799,0.002382054,0.000003772733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639513,"about_ca_system_score_gemma":0.0004874096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005055037,"about_ca_topic_score_gemma":0.0004307234,"domain_scores_codex":[0.9979348,0.0000733685,0.0003070101,0.0001164827,0.0002876906,0.001280688],"domain_scores_gemma":[0.9996765,0.00006588186,0.00003215939,0.0001284478,0.00003189194,0.00006508975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002124348,0.0001037369,0.0004636931,0.00002797127,0.0003211343,0.00001037798,0.0003398647,0.8501344,0.03001383,0.1165342,0.00001529415,0.001822996],"study_design_scores_gemma":[0.002803487,0.005669944,0.001214864,0.0001018469,0.0001398498,0.002305508,0.006084165,0.9477971,0.006218064,0.02620713,0.0004487307,0.001009369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932894,0.0007082878,0.003681655,0.0001852859,0.0002386418,0.00007544836,0.00002436808,0.00008028861,0.001716644],"genre_scores_gemma":[0.9976974,0.002032249,0.00001418296,0.00001397075,0.00004444748,0.00000401363,0.00001461919,0.00005430789,0.000124884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09766262,"threshold_uncertainty_score":0.9999195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004069819649903612,"score_gpt":0.1942182309766075,"score_spread":0.1901484113267039,"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."}}