{"id":"W2887242693","doi":"10.1088/2053-1591/aada36","title":"An investigation regarding semiconducting and passive behaviors of coarse- and nano-structured pure Ta in Ringer’s physiological electrolyte: role of anodic passive potential","year":2018,"lang":"en","type":"article","venue":"Materials Research Express","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Iran National Science Foundation","keywords":"Materials science; Coating; Microstructure; Electrolyte; Corrosion; Electrochemistry; Tantalum; Layer (electronics); Nano-; Thermal diffusivity; Chemical engineering; Sputter deposition; Metallurgy; Composite material; Sputtering; Nanotechnology; Thin film; Chemistry; Electrode; Physical chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001039294,0.0002635547,0.0001806844,0.0002282645,0.0001095624,0.0003287362,0.000274034,0.0003283118,0.0004828228],"category_scores_gemma":[0.000181097,0.0001514801,0.0002136169,0.0001431447,0.000146426,0.0003048196,0.0001098663,0.000239758,0.0001808313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374029,"about_ca_system_score_gemma":0.00008796716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004748871,"about_ca_topic_score_gemma":0.0007626143,"domain_scores_codex":[0.9999259,0.000006840377,0.00000481908,0.00002293527,0.00002559354,0.00001393616],"domain_scores_gemma":[0.9999052,0.00001795205,0.00002650865,0.000009363844,0.00003051796,0.00001044959],"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":[0.000009386206,0.000002281864,0.0001556255,0.00004316107,0.000004899013,0.00003257872,0.0000106036,0.00001964788,0.9990705,0.00002849534,0.000007936275,0.0006150071],"study_design_scores_gemma":[0.000001819658,0.0001077483,0.002909513,0.000005877737,0.00002237864,0.000253811,0.00004635569,0.0009198494,0.9946315,0.00002233448,0.001075089,0.000003646473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910474,0.002945069,0.004682445,0.00004426931,0.00001948561,0.00001225557,0.000107665,0.00004509765,0.001096393],"genre_scores_gemma":[0.9941409,0.001556669,0.003074267,0.00002463136,0.000006815776,0.000006065917,0.0001260157,0.00001257838,0.001052021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004828228,"threshold_uncertainty_score":0.001615226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437508810186599,"score_gpt":0.3236399990781624,"score_spread":0.2892649109762964,"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."}}