{"id":"W4285201520","doi":"10.2139/ssrn.4098517","title":"Surface Effects on Sub-Cooled Pool Boiling for Smooth and Laser-Ablated Silicon Surfaces","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Silicon; Boiling; Materials science; Laser; Surface (topology); Environmental science; Nuclear engineering; Optoelectronics; Optics; Physics; Engineering; Geometry; Thermodynamics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001189761,0.0002104445,0.0002600651,0.00007388191,0.0005043505,0.00004893887,0.0001248271,0.00005339784,0.000005339582],"category_scores_gemma":[0.00003481023,0.0002009873,0.00009024818,0.000144614,0.00002130607,0.00007628062,0.00001975561,0.001376195,0.000001923332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004266733,"about_ca_system_score_gemma":0.0002101305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000170631,"about_ca_topic_score_gemma":0.0001305368,"domain_scores_codex":[0.997919,0.0001028125,0.0002145446,0.0001860677,0.0001936411,0.001383888],"domain_scores_gemma":[0.9993891,0.0004035733,0.00001899966,0.00009200619,0.00002843013,0.00006789394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000940634,0.0002603375,0.004031258,0.000708213,0.001929934,0.00005917754,0.002134588,0.6751468,0.2215696,0.007755335,0.0008516316,0.08461247],"study_design_scores_gemma":[0.03020892,0.01502321,0.01090519,0.0006286165,0.00144499,0.001783874,0.009835782,0.198025,0.6246942,0.08245958,0.01978139,0.005209244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918815,0.005953061,0.001120686,0.0001985805,0.0002572548,0.000245875,0.00001194331,0.0001588004,0.000172278],"genre_scores_gemma":[0.9963675,0.003285185,0.00002229379,0.00003920853,0.00008198142,0.00001910987,0.0000050949,0.00005376369,0.0001258592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4771218,"threshold_uncertainty_score":0.8196025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005797387230558755,"score_gpt":0.2108376898656471,"score_spread":0.2050403026350884,"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."}}