{"id":"W2043243073","doi":"10.1016/j.corsci.2004.04.008","title":"Comparative study on the corrosion behavior of milled and unmilled magnesium by electrochemical impedance spectroscopy","year":2004,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dielectric spectroscopy; Corrosion; Materials science; Electrochemistry; X-ray photoelectron spectroscopy; Crystallite; Passivation; Ball mill; Magnesium; Chemical engineering; Metallurgy; Electrode; Chemistry; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0009016208,0.0002664334,0.0003756942,0.0001257873,0.0006863073,0.0001401234,0.0006279157,0.00006359595,0.0001427993],"category_scores_gemma":[0.000132619,0.0001748662,0.00005914357,0.0008137875,0.001187934,0.0003223657,0.0002462839,0.00022406,0.00006437916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610946,"about_ca_system_score_gemma":0.0001610495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002543365,"about_ca_topic_score_gemma":0.000006917103,"domain_scores_codex":[0.9971142,0.0001028742,0.0004622231,0.0007783407,0.001078863,0.0004635282],"domain_scores_gemma":[0.9985902,0.0001436543,0.0002573394,0.0005649603,0.0002684146,0.000175469],"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":[0.0001540656,0.0006357883,0.001006259,0.000003993445,5.664426e-8,0.000001874389,0.0009761864,0.000003232614,0.9968355,0.0001978014,0.0001579119,0.00002728246],"study_design_scores_gemma":[0.00100195,0.00136206,0.003240716,0.00005186399,0.00002799157,0.00001251121,0.001506131,0.00005543765,0.9924218,0.00009933708,0.00001025219,0.0002099146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953293,0.00008880546,0.00274742,0.0001553217,0.0003967012,0.001083701,0.00002294118,0.00005970646,0.000116131],"genre_scores_gemma":[0.9993854,0.00001952992,0.0002693761,0.0001094672,0.00001938399,0.0001226062,0.000004009427,0.00001219373,0.00005802698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004413714,"threshold_uncertainty_score":0.7130835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02442997659948306,"score_gpt":0.3109013986781115,"score_spread":0.2864714220786284,"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."}}