{"id":"W4296251040","doi":"10.2139/ssrn.4221582","title":"A Novel Pipeflow Manipulation Technique for Subsurface Thermal Applications","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University; University of Alberta","funders":"","keywords":"Computer science; Environmental science; Geology; Materials science","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":[0.000619331,0.00009629275,0.00009914677,0.00006036544,0.0004394524,0.00001506655,0.0001379744,0.00002658862,0.00001212592],"category_scores_gemma":[0.000002961371,0.00009830746,0.00007827805,0.0001350843,0.000009429579,0.00005594815,0.00001151652,0.0008104279,0.000002045457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005584772,"about_ca_system_score_gemma":0.0001877507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006996298,"about_ca_topic_score_gemma":0.00006494182,"domain_scores_codex":[0.9987677,0.00001257825,0.0001606994,0.00009270496,0.0001221296,0.0008441856],"domain_scores_gemma":[0.9998221,0.00002806101,0.00001234809,0.0000828926,0.00002934232,0.0000252374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006195955,0.000172819,0.0004839447,0.00007433807,0.0004466379,8.929777e-7,0.0005585199,0.2346074,0.6292556,0.1038051,0.0001871677,0.03034563],"study_design_scores_gemma":[0.0121251,0.003510309,0.006027924,0.00009935178,0.0009252492,0.004992581,0.01142513,0.1286817,0.1144258,0.4958696,0.2172651,0.004652096],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01929588,0.001381907,0.9779857,0.0001733355,0.00008609872,0.0004697815,0.00001586208,0.0001262388,0.0004651949],"genre_scores_gemma":[0.9974858,0.0003072141,0.001201007,0.00001814227,0.0001350118,0.0006529619,0.000009488131,0.00003315683,0.0001571722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9781899,"threshold_uncertainty_score":0.4008862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219079075590663,"score_gpt":0.2318722147835592,"score_spread":0.2196814240276526,"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."}}