{"id":"W4244217477","doi":"10.1520/stp1609-eb","title":"Advances in Electrochemical Techniques for Corrosion Monitoring and Laboratory Corrosion Measurements","year":2019,"lang":"en","type":"book","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Electrochemistry; Materials science; Metallurgy; Corrosion monitoring; Environmental science; Chemistry; Electrode; Physical chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008625232,0.00150796,0.001145065,0.003130957,0.0004767585,0.002965356,0.001755146,0.001569877,0.03825466],"category_scores_gemma":[0.001269392,0.001000975,0.0007559641,0.003378264,0.0006923649,0.004092164,0.001102267,0.004583194,0.05895175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006160881,"about_ca_system_score_gemma":0.0004965526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004677434,"about_ca_topic_score_gemma":0.001041714,"domain_scores_codex":[0.9983218,0.00007961454,0.00005512772,0.0001968411,0.001310741,0.00003580373],"domain_scores_gemma":[0.9988527,0.000286602,0.00005569369,0.0001271649,0.0006158181,0.00006195561],"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":[0.0000489164,0.0001251606,0.0001369419,0.002018156,0.00002754848,0.000160656,0.0001167858,0.0005488493,0.04367451,0.01358212,0.3198127,0.6197476],"study_design_scores_gemma":[0.000004891035,0.00003986459,0.0001983197,0.0001598035,0.000006966428,0.0006779669,0.00001880326,0.0004477442,0.007439657,0.003607997,0.9873783,0.00001967755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00170436,0.3798504,0.2104749,0.006946628,0.02504329,0.0004007536,0.001445021,0.005625382,0.3685092],"genre_scores_gemma":[0.007394674,0.1813493,0.08950534,0.00386726,0.004142915,0.0003031615,0.001417123,0.001313428,0.7107068],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03825466,"threshold_uncertainty_score":0.1279746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582270228313393,"score_gpt":0.2608603278387393,"score_spread":0.2450376255556054,"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."}}