{"id":"W2747635092","doi":"10.11159/ffhmt17.194","title":"Fabrication of Low Cost Composite Spargers and Their Performance in Polar and Non-Polar Liquids","year":2017,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Isfahan","keywords":"Polar; Fabrication; Composite number; Materials science; Computer science; Composite material; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002765692,0.0002395012,0.0002231381,0.0003669889,0.0001728739,0.0003224734,0.0002874621,0.0004668786,0.0005000684],"category_scores_gemma":[0.0004680663,0.0002556605,0.0002276117,0.0002225341,0.0002150287,0.0003207961,0.0001669257,0.0002792831,0.0002278383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536064,"about_ca_system_score_gemma":0.000189757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004361005,"about_ca_topic_score_gemma":0.001487648,"domain_scores_codex":[0.9997597,0.00001697064,0.00001540703,0.000059185,0.0001161727,0.00003257568],"domain_scores_gemma":[0.9996207,0.00009193771,0.0001021549,0.0000458039,0.00009094064,0.00004851444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003376255,0.00001039996,0.0001331924,0.00004710428,0.000002978877,0.00004952556,0.00001794799,0.0001844123,0.9975012,0.00006664151,0.00002706855,0.001925711],"study_design_scores_gemma":[0.000004419097,0.0001794527,0.00298218,0.000003249662,0.000009124016,0.0001312518,0.00001782208,0.0007697016,0.9945782,0.00001325557,0.001301763,0.000009576012],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829713,0.001025126,0.01411416,0.00004498923,0.00005180145,0.00005853171,0.0002028511,0.0002023237,0.001329029],"genre_scores_gemma":[0.958343,0.0006357083,0.03877623,0.00003460839,0.000011535,0.00006793536,0.0002366848,0.00004042267,0.001853799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005000684,"threshold_uncertainty_score":0.001840055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719414016177518,"score_gpt":0.238316147199559,"score_spread":0.2211220070377838,"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."}}