{"id":"W2804047343","doi":"","title":"MASS TRANSFER ON SOLUBLE WALLS WITH DEVELOPING ROUGHNESS IN PIPES AND BENDS","year":2016,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Urban and spatial planning","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Mass transfer; Surface finish; Mechanical engineering; Engineering; Materials science; Petroleum engineering; Geology; Mechanics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001613175,0.0002474324,0.0001875914,0.0002164404,0.0001481752,0.0002432113,0.0001511791,0.0003089454,0.0006410787],"category_scores_gemma":[0.0003024415,0.0001887386,0.000239715,0.0001383647,0.0002456031,0.0003038479,0.0002295251,0.0003815237,0.0001389512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278801,"about_ca_system_score_gemma":0.00009970283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006803893,"about_ca_topic_score_gemma":0.0009857091,"domain_scores_codex":[0.9998641,0.000008693329,0.000004930729,0.0000317269,0.00006163709,0.00002899471],"domain_scores_gemma":[0.9998379,0.00003859205,0.00005684806,0.00001148545,0.00004034573,0.00001484146],"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":[0.00003061611,0.000009161246,0.0008089616,0.0000301267,0.000001698642,0.00007223664,0.00004278773,0.0005522302,0.9967946,0.00004043107,0.00002951795,0.001587665],"study_design_scores_gemma":[0.000008487846,0.0004704712,0.02346375,0.000009331362,0.00001069878,0.0001121513,0.0001318203,0.008045074,0.9669694,0.0000527841,0.0007093022,0.00001677985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972691,0.0002481216,0.001918832,0.00001787543,0.000006429215,0.00001096366,0.00004272405,0.00005489157,0.0004310563],"genre_scores_gemma":[0.9971214,0.0001566573,0.00177851,0.00001461854,0.000002445134,0.00001414888,0.00006016401,0.000009000746,0.000843017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006803893,"threshold_uncertainty_score":0.002144635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00996717175533296,"score_gpt":0.1824405857469987,"score_spread":0.1724734139916657,"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."}}