{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001356551,0.0002453353,0.0002863071,0.0003742736,0.0002055697,0.000357126,0.0003246558,0.0003222789,0.0008543395],"category_scores_gemma":[0.0003473589,0.0001709538,0.000271944,0.0002415352,0.0001911264,0.0002185965,0.0002658602,0.0001939707,0.0004404299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877244,"about_ca_system_score_gemma":0.000138388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006404297,"about_ca_topic_score_gemma":0.006344041,"domain_scores_codex":[0.9998541,0.00001223334,0.00000758659,0.00003226692,0.00006418807,0.00002948791],"domain_scores_gemma":[0.9998745,0.00001248726,0.00003003355,0.00001158871,0.000054135,0.00001733096],"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":[0.0004938525,0.0000573947,0.01138593,0.00009505522,0.00003669927,0.000545807,0.0003101885,0.01004872,0.9685842,0.0001807652,0.0001028252,0.008158512],"study_design_scores_gemma":[0.00001187571,0.001447379,0.118585,0.00003526564,0.00006494094,0.0005265002,0.0008408139,0.04468573,0.8318021,0.0002005615,0.001762286,0.00003756605],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979939,0.0002652863,0.001046718,0.000007110487,0.000003575579,0.000004817252,0.00005670465,0.00001994811,0.0006018311],"genre_scores_gemma":[0.9982071,0.0001974603,0.0004010933,0.000004096193,0.00000174147,0.000003311812,0.0000830056,0.000008067995,0.001094204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006404297,"threshold_uncertainty_score":0.01273406,"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."}}