{"id":"W1995963857","doi":"10.1063/1.4865759","title":"Note: Benign and reproducible preparation of titanium tips","year":2014,"lang":"en","type":"article","venue":"Review of Scientific Instruments","topic":"Anodic Oxide Films and Nanostructures","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Electropolishing; Ethylene glycol; Materials science; Etching (microfabrication); Electrolyte; Fabrication; Titanium; Electrochemistry; Ethylene oxide; Chemical engineering; Oxide; Layer (electronics); Nanotechnology; Composite material; Metallurgy; Electrode; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009147798,0.001107346,0.0006456486,0.0007382421,0.00081977,0.0003412027,0.001060546,0.0008414973,0.01042468],"category_scores_gemma":[0.001989786,0.0007122047,0.0004155702,0.0006488294,0.0004584903,0.0004542308,0.0007095943,0.001134187,0.009088348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002209924,"about_ca_system_score_gemma":0.000442444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004498468,"about_ca_topic_score_gemma":0.00127726,"domain_scores_codex":[0.9990298,0.00009710336,0.0001397758,0.0002372888,0.0003872528,0.0001086977],"domain_scores_gemma":[0.9980526,0.0005471366,0.0001722317,0.0006306532,0.0005123611,0.00008506092],"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":[0.00006824118,0.00003961518,0.0001720328,0.0003510587,0.00001353341,0.0003686252,0.00009499637,0.0001359923,0.9823162,0.0007828558,0.003412821,0.01224391],"study_design_scores_gemma":[0.00003353291,0.0001447003,0.001125353,0.00002583029,0.00001736317,0.00100095,0.00003923357,0.0005934522,0.9582514,0.0003927226,0.0383409,0.00003457427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2981979,0.008628374,0.6070757,0.002379552,0.004260712,0.004750105,0.008296426,0.01144891,0.05496229],"genre_scores_gemma":[0.3771993,0.006755292,0.5698453,0.0006708096,0.0006058833,0.00501502,0.007932602,0.001738026,0.03023788],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01042468,"threshold_uncertainty_score":0.03487402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296423986246086,"score_gpt":0.2803651398438123,"score_spread":0.2674008999813514,"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."}}