{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00205853,0.0005019736,0.00129786,0.0003023802,0.0001086677,0.0001208698,0.0004224549,0.0004730021,0.00003568087],"category_scores_gemma":[0.00004103343,0.0004668121,0.0006510047,0.000136593,0.00005848925,0.00008180294,0.00003626122,0.005559044,0.000009792199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007224678,"about_ca_system_score_gemma":0.001475633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007980211,"about_ca_topic_score_gemma":0.0006592891,"domain_scores_codex":[0.9958827,0.0001105625,0.001053038,0.0002734944,0.0003816241,0.002298606],"domain_scores_gemma":[0.9992368,0.0001942267,0.00002491288,0.0002787264,0.0001207901,0.0001445196],"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":[0.001998695,0.0006100468,0.002710436,0.003580507,0.0197619,0.0002200299,0.008175449,0.6125922,0.2612795,0.06835483,0.0003069273,0.02040953],"study_design_scores_gemma":[0.0146031,0.0008881929,0.006213557,0.001578951,0.001723343,0.0007901557,0.001947015,0.9130249,0.001869131,0.05435974,0.0003308239,0.002671111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268013,0.002007684,0.06847169,0.0002235851,0.001224329,0.0004196313,0.000194031,0.0002326351,0.0004251048],"genre_scores_gemma":[0.9655861,0.03360097,0.00003702931,0.000009662526,0.000340767,0.00001938533,0.0000535859,0.00018834,0.0001641388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3004327,"threshold_uncertainty_score":0.9997783,"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."}}