{"id":"W4385697109","doi":"10.2139/ssrn.4535910","title":"Heat Transfer Characteristics of Controlled Droplet Trains Impacting Solid Surfaces","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Train; Solid surface; Heat transfer; Transfer (computing); Materials science; Mechanics; Computer science; Chemistry; Physics; Chemical physics; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001830164,0.0002102388,0.0002885319,0.0003515239,0.0002775688,0.0005164212,0.000353037,0.0003308737,0.005170458],"category_scores_gemma":[0.0007760611,0.0001233379,0.0002508859,0.0003279905,0.0005147247,0.0004276685,0.0002795463,0.0003280631,0.0002412045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000558923,"about_ca_system_score_gemma":0.0001969286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001476091,"about_ca_topic_score_gemma":0.0004719898,"domain_scores_codex":[0.99983,0.00001737664,0.000008646112,0.0000344135,0.00006280209,0.0000466798],"domain_scores_gemma":[0.9994843,0.0002673666,0.00005333129,0.00004020692,0.0001096197,0.00004514249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003014828,0.000154834,0.004136576,0.00009540529,0.00003269972,0.000261448,0.0004224717,0.01976511,0.9625359,0.0006069213,0.000298885,0.008674962],"study_design_scores_gemma":[0.00006784266,0.001346446,0.01709521,0.000007670659,0.00002915795,0.00007185335,0.0002969462,0.09652661,0.8837355,0.0002114672,0.0005741718,0.00003700704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983499,0.00003820463,0.0008270325,0.00001286716,0.000007631779,0.000008355932,0.00006357005,0.00002831559,0.0006641509],"genre_scores_gemma":[0.999352,0.00001694809,0.00009042177,0.000002757594,0.000001851817,0.000003425998,0.00004534278,0.00001000613,0.0004770868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005170458,"threshold_uncertainty_score":0.01729691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235521796394925,"score_gpt":0.2393026953875548,"score_spread":0.2269474774236055,"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."}}