{"id":"W3118826756","doi":"10.5006/3782","title":"Magnesium Corrosion Research Special Issue","year":2021,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Corrosion; Cathodic protection; Political science; Metallurgy; Materials science; Chemistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008940552,0.0001929292,0.0002379902,0.0001481525,0.0006506977,0.0002493646,0.0002742474,0.0001867626,0.03507254],"category_scores_gemma":[0.0002671126,0.0001751505,0.0001034615,0.0006195247,0.0001676417,0.0003439838,0.0004362135,0.0003412339,0.009033217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001531491,"about_ca_system_score_gemma":0.0001621504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002167343,"about_ca_topic_score_gemma":0.00004306918,"domain_scores_codex":[0.9970419,0.0003626626,0.0003697014,0.0006751067,0.0009793424,0.0005712884],"domain_scores_gemma":[0.9982916,0.0001255861,0.00007268197,0.0006298216,0.0006749408,0.0002054145],"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":[0.00006857996,0.0001621869,0.0003196525,0.00002165883,9.325951e-9,0.00007306757,0.0001850845,0.000004160085,0.8870704,0.0002045498,0.1089165,0.002974094],"study_design_scores_gemma":[0.0003922129,0.0001561413,0.0004323458,0.00007227508,0.00000945614,0.00005180066,0.0003671427,0.00005738961,0.8866347,0.0003356631,0.1112873,0.000203618],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500161,0.0003401255,0.006313988,0.001313655,0.01230743,0.000497774,0.00006779641,0.000303549,0.02883959],"genre_scores_gemma":[0.9726661,0.00006558262,0.0005056271,0.0002542114,0.00416332,0.00003788331,0.0001030015,0.00003755456,0.02216667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02603932,"threshold_uncertainty_score":0.9917384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05632992277176561,"score_gpt":0.3426158561746926,"score_spread":0.286285933402927,"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."}}