{"id":"W3202090278","doi":"10.5006/3824","title":"Corrosion Behavior of Unprotected Weldments in Marine Environments","year":2021,"lang":"en","type":"article","venue":"CORROSION","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Consumables; Corrosion; Welding; Metallurgy; Cathodic protection; Materials science; Heat-affected zone; Electrochemistry; Electrode","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003788364,0.00009833039,0.0001361749,0.00005400037,0.00002054352,0.000007195718,0.00008315342,0.00009307386,0.0002109743],"category_scores_gemma":[0.00001355368,0.00009517241,0.00003176136,0.0001533035,0.00001682038,0.00004229782,0.0001190936,0.000118812,0.000009692468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005181466,"about_ca_system_score_gemma":0.000005535929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002614077,"about_ca_topic_score_gemma":0.00002416609,"domain_scores_codex":[0.9993868,0.0000166436,0.0001946707,0.0001301192,0.0001346841,0.0001370082],"domain_scores_gemma":[0.9997308,0.00001280001,0.0000269603,0.0001855411,0.000009700181,0.00003424341],"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":[0.000007745105,0.00009761618,0.02838968,0.00004263356,3.713087e-7,0.00003462082,0.00002831643,0.0009775768,0.9663591,0.000004805968,0.0002143446,0.003843204],"study_design_scores_gemma":[0.0002605231,0.00003512774,0.0449971,0.0001270482,0.000007879627,0.000004856353,0.00001762224,0.0003191052,0.9533204,0.00005022513,0.0007597075,0.0001003658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995888,0.0001704617,0.002716393,0.000008931125,0.0002261572,0.0001781761,0.000008733138,0.0001031944,0.0006999768],"genre_scores_gemma":[0.9977522,0.0004006948,0.001475027,0.000006570792,0.00001264839,0.00003230088,0.00004173403,0.0000198033,0.0002589513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01660741,"threshold_uncertainty_score":0.3881018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009907470638085641,"score_gpt":0.2196914928763843,"score_spread":0.2097840222382986,"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."}}