{"id":"W4249777995","doi":"10.1149/ma2019-02/11/829","title":"Review of Simplified Models for the Pitting Potential and the Critical Pitting Temperature, Taking into Account Recent Observations","year":2019,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pitting corrosion; Limiting; Metallurgy; Thermodynamics; Materials science; Chemistry; Corrosion; Mechanical engineering; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001246702,0.0001356587,0.0002232691,0.00002489413,0.0002282482,0.0000787255,0.0001441444,0.00007427589,0.000006028741],"category_scores_gemma":[0.001062514,0.00008967271,0.00007142638,0.0001341074,0.00005025327,0.0001767894,0.00002254043,0.0002312256,0.00000106852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000188316,"about_ca_system_score_gemma":0.00002720301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002604583,"about_ca_topic_score_gemma":0.000002845059,"domain_scores_codex":[0.9989301,0.00003530892,0.0005000074,0.0001564949,0.0001559046,0.0002221603],"domain_scores_gemma":[0.9980877,0.001463686,0.00005975581,0.0002024902,0.0001482864,0.00003805713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001532558,0.00000903523,0.00002205966,0.00308982,0.00003467636,2.764148e-7,0.0007020805,0.9836537,0.01001069,0.0005611681,0.0001320106,0.001769206],"study_design_scores_gemma":[0.0008164413,0.00001710271,0.0008458779,0.00569057,0.0001753649,0.000006628281,0.0004417589,0.9813406,0.007964208,0.001257224,0.001213998,0.0002302073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6567507,0.1838386,0.08779144,0.02637371,0.00429659,0.008124063,0.00006570628,0.0009115056,0.03184771],"genre_scores_gemma":[0.9874759,0.007921284,0.003779328,0.0005891482,0.0001435055,0.00004236388,0.00001198294,0.00003167912,0.000004749849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3307253,"threshold_uncertainty_score":0.3656747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256590347979742,"score_gpt":0.2633698714967059,"score_spread":0.2377108366987317,"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."}}