{"id":"W4404059200","doi":"10.1016/j.surfcoat.2024.131528","title":"Enhanced heavy oil fouling resistance of cobalt-based spray-deposited coatings by alloy design and heat treatment","year":2024,"lang":"en","type":"article","venue":"Surface and Coatings Technology","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Fouling; Materials science; Alloy; Metallurgy; Cobalt; Heat resistance; Chemical engineering; Composite material; Chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001208607,0.0002220508,0.0002491458,0.0002293895,0.0001842824,0.0003293165,0.0003589296,0.0002470757,0.0006057191],"category_scores_gemma":[0.0002503927,0.0001924558,0.0002264393,0.0001740102,0.0001543356,0.0001916055,0.0001359929,0.0002228415,0.0001757674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005248609,"about_ca_system_score_gemma":0.0003917082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597956,"about_ca_topic_score_gemma":0.006294583,"domain_scores_codex":[0.9998542,0.000006136933,0.000007911197,0.00002416524,0.0000707487,0.00003680208],"domain_scores_gemma":[0.9998463,0.0000161873,0.00004315238,0.00001134901,0.00006626414,0.00001671337],"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":[0.00004154081,0.000007381733,0.00008599972,0.00002467503,0.000002264927,0.00001362557,0.000008259898,0.0002039185,0.9985758,0.00003437301,0.00002177597,0.0009803555],"study_design_scores_gemma":[0.000004735537,0.00006870025,0.0006632229,0.00000110618,0.000005705494,0.00002045639,0.000005784907,0.00229935,0.9965847,0.000004854091,0.0003387308,0.000002701157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925376,0.0005877951,0.005488944,0.00002843485,0.000031406,0.00001515407,0.00004044087,0.0001032989,0.001166954],"genre_scores_gemma":[0.9952619,0.0002016459,0.003169819,0.000009657088,0.000005187002,0.00000665776,0.0000344994,0.00002503987,0.001285478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002597956,"threshold_uncertainty_score":0.005165637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00904720357474728,"score_gpt":0.2133804511551338,"score_spread":0.2043332475803865,"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."}}