{"id":"W3142456793","doi":"10.1002/aws2.1221","title":"A 30‐year review of copper pitting corrosion and pinhole leaks: Achievements and research gaps","year":2021,"lang":"en","type":"review","venue":"AWWA Water Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pitting corrosion; Erosion corrosion of copper water tubes; Alkalinity; Copper; Corrosion; Environmental science; Metallurgy; Environmental chemistry; Chemistry; Materials science","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":[0.001680447,0.001282794,0.00205064,0.006306763,0.0004449443,0.001384091,0.001235691,0.001504807,0.003812741],"category_scores_gemma":[0.003048358,0.0006641941,0.001391505,0.00594474,0.0005973217,0.002521016,0.0009986383,0.001601939,0.001342802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150184,"about_ca_system_score_gemma":0.003117709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263214,"about_ca_topic_score_gemma":0.004701428,"domain_scores_codex":[0.999353,0.0001004023,0.0001484132,0.0001165732,0.0002268381,0.00005472556],"domain_scores_gemma":[0.9977283,0.001015121,0.000359209,0.00004645645,0.0007202417,0.0001306797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001012927,0.0001046042,0.000425014,0.1080925,0.0002924115,0.000238416,0.0001724362,0.0003836517,0.001434631,0.002753837,0.05417307,0.8318281],"study_design_scores_gemma":[0.00001593561,0.0001889693,0.001733332,0.03067553,0.0005566092,0.00100237,0.0001633452,0.0001047003,0.0005233391,0.001128361,0.9638657,0.00004174351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000711269,0.9991722,0.00004763908,0.0002241522,0.0002159764,0.000003904037,0.0000147261,0.000003905288,0.0002462692],"genre_scores_gemma":[0.000305613,0.9991328,0.00007145683,0.0001629167,0.0001360459,0.00000386533,0.00001985346,9.990105e-7,0.0001664852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006306763,"threshold_uncertainty_score":0.01275486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007780162885827,"score_gpt":0.4113637915388319,"score_spread":0.3105857752502492,"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."}}