{"id":"W38802263","doi":"10.1002/ecy.4330","title":"Structure and phase structure of electro-spark Zr coatings on titanium alloys","year":2012,"lang":"en","type":"article","venue":"Challenges of Modern Technology","topic":"Surface Treatment and Coatings","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microstructure; Materials science; Indentation hardness; Titanium; Metallurgy; Saturation (graph theory); Phase (matter); Titanium alloy; Layer (electronics); Composite material; Chemistry; Alloy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003328976,0.000205182,0.0003228231,0.000167338,0.00002380527,0.000002514648,0.0001519784,0.0003296022,0.00002651111],"category_scores_gemma":[0.00002036186,0.0001862405,0.00003238036,0.00009344739,0.00009839697,0.00007160648,0.00004044655,0.0002293757,0.000001173886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002666082,"about_ca_system_score_gemma":0.000005717031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002006482,"about_ca_topic_score_gemma":0.00001127411,"domain_scores_codex":[0.9992269,0.000009198156,0.0001895431,0.0001612997,0.0001121454,0.0003009332],"domain_scores_gemma":[0.9995258,0.00004193471,0.00008103572,0.0002733936,0.00003550089,0.00004236957],"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":[0.00003429547,0.00008120539,0.0009747948,0.0001677389,0.0001116887,0.000001224363,0.001094679,0.0001533682,0.9185319,0.01013154,0.00007262171,0.06864497],"study_design_scores_gemma":[0.0009949568,0.0004363876,0.0003888251,0.00004540164,0.00004423742,0.00001567852,0.0004189342,0.0009163854,0.9857225,0.01059637,0.0002162113,0.0002040572],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808107,0.0177839,0.0001953839,0.0002606761,0.00007974597,0.0001267044,0.00002938305,0.0002451057,0.0004684179],"genre_scores_gemma":[0.9976376,0.001073822,0.001197212,0.000006746415,0.00003040249,0.000004261547,0.000005984693,0.00003625425,0.000007709378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06844091,"threshold_uncertainty_score":0.7594669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329659919974804,"score_gpt":0.2354210961197559,"score_spread":0.2221244969200079,"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."}}