{"id":"W4206835576","doi":"10.1038/s41598-021-03840-5","title":"Field deployable impedance-based corrosion sensor","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Mitacs","keywords":"Corrosion; Dielectric spectroscopy; Electrical impedance; Materials science; Test bench; Corrosion monitoring; Equivalent circuit; Computer science; Electrochemistry; Metallurgy; Electrode; Electrical engineering; Engineering; Chemistry; Embedded system; Voltage","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001487257,0.0001143143,0.0001371745,0.0001321605,0.001305146,0.0002637871,0.0001540987,0.00003288647,0.0106249],"category_scores_gemma":[0.0001016869,0.0001094405,0.00009709856,0.000415049,0.0001239906,0.0001747826,0.0001861322,0.0001339199,0.0001272026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070264,"about_ca_system_score_gemma":0.0001780854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006533019,"about_ca_topic_score_gemma":0.0000132605,"domain_scores_codex":[0.9976241,0.00009378524,0.0003980789,0.000713186,0.0008485761,0.0003222998],"domain_scores_gemma":[0.998741,0.00004622279,0.0002335597,0.0007709895,0.0001039307,0.000104259],"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":[0.00002535955,0.00008477656,0.001546026,0.000006091811,5.871768e-8,0.000187258,0.00006265417,0.00052806,0.9292603,0.00001329704,0.06792281,0.0003633318],"study_design_scores_gemma":[0.000120558,0.0001283891,0.00004110602,0.00001157524,0.000008977458,0.0001734765,0.0001425805,0.0005462056,0.94552,0.0004564571,0.05269247,0.0001581598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788566,0.00004939557,0.002273179,0.0002625304,0.01742096,0.0002695044,0.00001114055,0.0002069293,0.0006498125],"genre_scores_gemma":[0.9940845,3.781093e-7,0.0005080252,0.0002465326,0.00004552905,0.00009817127,0.00005268825,0.00001506476,0.00494905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01737543,"threshold_uncertainty_score":0.999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614417797450908,"score_gpt":0.2503333406574479,"score_spread":0.2341891626829389,"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."}}