{"id":"W4386552827","doi":"10.1016/j.mtla.2023.101894","title":"Fused silica as an anti-fouling material for oil sands optical instruments","year":2023,"lang":"en","type":"article","venue":"Materialia","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Coanda Research and Development Corporation (Canada); Canadian Natural Resources; Suncor Energy (Canada); McGill University","funders":"Mitacs","keywords":"Silanol; Fouling; Materials science; Chemical engineering; Aqueous solution; Surface modification; Composite material; Organic chemistry; Chemistry; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004787443,0.0003367603,0.0001940127,0.0005534571,0.000433559,0.0005271705,0.0004083262,0.0006910425,0.0007125003],"category_scores_gemma":[0.0003907295,0.0002743443,0.0002988316,0.0002350399,0.0003469763,0.0004730312,0.0003717087,0.0003613335,0.0006514088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005163018,"about_ca_system_score_gemma":0.0005327346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001821492,"about_ca_topic_score_gemma":0.003819179,"domain_scores_codex":[0.999589,0.00003980461,0.00001642184,0.00007534901,0.0002255979,0.0000538067],"domain_scores_gemma":[0.9997414,0.00005442055,0.0000359669,0.00002104323,0.0001144161,0.00003276164],"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":[0.00004971997,0.000008587912,0.000188795,0.0000369323,0.000004949673,0.00002661179,0.00001581443,0.0001231354,0.9945822,0.0001764726,0.00008473638,0.004702056],"study_design_scores_gemma":[0.000002654103,0.00009975931,0.001010383,0.000005986255,0.00001147264,0.00009655155,0.00001549861,0.001917167,0.9944436,0.00003643736,0.002352859,0.000007658896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8761731,0.007745639,0.101454,0.0003829688,0.0003613598,0.0001414702,0.0004010083,0.0009534924,0.01238685],"genre_scores_gemma":[0.9312564,0.001934056,0.05755632,0.0001483289,0.00007830052,0.00002457438,0.0001984144,0.00005774608,0.008746028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001821492,"threshold_uncertainty_score":0.003746033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797995845175713,"score_gpt":0.2816039687019676,"score_spread":0.2636240102502105,"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."}}