{"id":"W4213107281","doi":"10.6000/1929-5030.2022.11.01","title":"Study of the Rate of Corrosion of Steel 20 in the Presence of Increased Content of Organic Chlorinous Compounds in Oil","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Solution Chemistry and Modeling","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Chemistry; Metallurgy; Environmental chemistry; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001509351,0.00007236157,0.000323942,0.00002388448,0.00005204017,0.000004854471,0.0002985173,0.00003086832,0.00002683594],"category_scores_gemma":[0.00003172263,0.00004574778,0.00003764906,0.0001172823,0.00006222091,0.00003895532,0.0001697684,0.0001331762,1.460752e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002584333,"about_ca_system_score_gemma":0.00007516614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002058736,"about_ca_topic_score_gemma":0.00001319601,"domain_scores_codex":[0.9986241,0.00009042196,0.0008005208,0.0000879825,0.0003088454,0.00008814991],"domain_scores_gemma":[0.9988305,0.00004521857,0.0008274908,0.0001525789,0.0001275719,0.00001665147],"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":[0.0009211287,0.0003807185,0.00008073814,0.0002192862,0.000004456684,6.833966e-7,0.002419192,0.0268655,0.9690449,0.00003724791,0.000001852614,0.00002436108],"study_design_scores_gemma":[0.001289325,0.0001799116,0.00006910916,0.0001124189,0.00002329978,0.000009023516,0.01326995,0.01697791,0.9678923,0.0001324274,0.000001451769,0.00004288982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994075,0.000066995,0.0002358118,0.0000305528,0.00007324001,0.000114556,0.00001203729,8.87172e-7,0.00005839334],"genre_scores_gemma":[0.9998708,0.00002713189,0.00006601989,0.000006498598,0.00001372397,0.000005105497,7.287599e-7,0.000003905782,0.000006105439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01085075,"threshold_uncertainty_score":0.186554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04045176583674275,"score_gpt":0.2272311933771726,"score_spread":0.1867794275404299,"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."}}