{"id":"W2800392420","doi":"10.3390/asi1020012","title":"Crude Glycerol as an Innovative Corrosion Inhibitor","year":2018,"lang":"en","type":"article","venue":"Applied System Innovation","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Corrosion; Hydrochloric acid; Glycerol; Corrosion inhibitor; Scanning electron microscope; Nuclear chemistry; Biodiesel; Chemistry; Metallurgy; Materials science; Composite material; Biochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008309248,0.0002371868,0.0002525049,0.0003601005,0.0004290737,0.0001759076,0.0002180711,0.0001947501,0.000536023],"category_scores_gemma":[0.00004222959,0.0002196033,0.00002088847,0.002265265,0.000145477,0.0005378647,0.00008968495,0.0001343659,0.002531822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002402611,"about_ca_system_score_gemma":0.00009555384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004367554,"about_ca_topic_score_gemma":0.000009827864,"domain_scores_codex":[0.9977017,0.00006907046,0.0007923912,0.0005641901,0.0005521265,0.0003205242],"domain_scores_gemma":[0.9976984,0.00002322394,0.0004329197,0.0004778924,0.001307669,0.00005992078],"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":[0.0001772028,0.00006860046,0.00009861451,0.00002211828,3.413855e-7,0.000001316952,0.0005803932,8.040867e-7,0.8863314,0.1098306,0.0009418492,0.001946695],"study_design_scores_gemma":[0.0006828486,0.0004019313,0.0004006029,0.00009135443,0.000008105144,0.0000195864,0.001000072,0.00008861164,0.9953313,0.0004637021,0.00123799,0.0002738694],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567819,0.000002107432,0.02644832,0.000047735,0.001452409,0.0006734098,0.0000228622,0.0004758393,0.01409539],"genre_scores_gemma":[0.9974316,2.216172e-7,0.0006713012,0.0004407278,0.0008815268,0.0001863508,0.0001972365,0.00003774075,0.0001533168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1093669,"threshold_uncertainty_score":0.9982448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074778685956382,"score_gpt":0.2796064093113725,"score_spread":0.2588586224518087,"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."}}