{"id":"W4327947048","doi":"10.26434/chemrxiv-2023-chwf0","title":"Nickel-based alloy corrosion in CANDU steam generators: E-pH diagrams of the Ni-NH3-H2O and Ni-CH3COO−-H2O ternary systems","year":2023,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Kinectrics (Canada)","funders":"","keywords":"Nickel; Corrosion; Materials science; Ammonia; Alloy; Non-blocking I/O; Metallurgy; Ternary operation; Ion; Inorganic chemistry; Nuclear chemistry; Chemistry; Catalysis","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":[0.0001734662,0.0002113623,0.0002120986,0.0003540564,0.0001614868,0.0002641177,0.0003862841,0.000328233,0.001693145],"category_scores_gemma":[0.0002724243,0.0001509751,0.0002445049,0.0002491211,0.0002035566,0.0002593671,0.0001631268,0.000312716,0.0001901798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004792216,"about_ca_system_score_gemma":0.0002015521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003425283,"about_ca_topic_score_gemma":0.002821519,"domain_scores_codex":[0.9999075,0.00001137643,0.000004752023,0.00001619997,0.00004324442,0.00001687083],"domain_scores_gemma":[0.9999315,0.00002959816,0.00001091998,0.000003503859,0.0000173316,0.000007129355],"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":[0.00114699,0.0001535109,0.01408025,0.000592287,0.00007982929,0.0005941296,0.00034096,0.09986047,0.85716,0.004438465,0.001553233,0.01999987],"study_design_scores_gemma":[0.00005953155,0.000515784,0.020838,0.00002001484,0.00002481031,0.0001864327,0.000194343,0.4985061,0.474301,0.00120137,0.004114117,0.00003848257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916689,0.000437445,0.003830623,0.00008185548,0.000008862414,0.00001901494,0.0004219092,0.0001483504,0.003382874],"genre_scores_gemma":[0.9974597,0.000157211,0.001311782,0.00001561788,0.000001657698,0.00001303425,0.0002512817,0.00001707771,0.0007726828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003425283,"threshold_uncertainty_score":0.006810665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440925689592,"score_gpt":0.2590332928190546,"score_spread":0.2246240359231346,"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."}}