{"id":"W2907031543","doi":"10.1016/j.surfcoat.2018.12.120","title":"Catalytic graphite mechanism during CVD diamond film on iron and cobalt alloys in CH4-H2 atmospheres","year":2018,"lang":"en","type":"article","venue":"Surface and Coatings Technology","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"National Key Research and Development Program of China; Natural Sciences and Engineering Research Council of Canada; Education Department of Jilin Province; Canada Research Chairs","keywords":"Cobalt; Graphite; Catalysis; Materials science; Diamond; Mechanism (biology); Chemical vapor deposition; Metallurgy; Chemical engineering; Nanotechnology; Chemistry; Organic chemistry; Physics","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":[0.0003673413,0.0002149754,0.0003068325,0.0001066826,0.0001994504,0.00009036589,0.0002526899,0.0002360158,0.00009246098],"category_scores_gemma":[0.00009163455,0.0001951504,0.0000207837,0.0003348281,0.0005709025,0.0001174439,0.0002303182,0.0001761471,0.00004755822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000031035,"about_ca_system_score_gemma":0.00003178601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003529116,"about_ca_topic_score_gemma":0.0003884549,"domain_scores_codex":[0.9983566,0.0000502212,0.0002562592,0.0005499467,0.0002055325,0.0005813784],"domain_scores_gemma":[0.9993957,0.00006297569,0.00009447889,0.000306372,0.0000536802,0.00008673552],"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":[0.00006686687,0.00003907749,0.002876488,0.0000804446,0.000002807548,0.00002462698,0.0001816889,0.000006128158,0.9928846,0.003109758,0.00004551183,0.0006819644],"study_design_scores_gemma":[0.0006739146,0.0004497634,0.001676407,0.0001143209,0.000007295656,0.00001440354,0.000575343,0.0000586877,0.9900188,0.006026042,0.0001443724,0.000240692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980426,0.0003035434,0.000007615331,0.0005418481,0.0001382402,0.0002406244,0.00002098493,0.000181029,0.0005234631],"genre_scores_gemma":[0.9988801,0.0001819414,0.0004609998,0.0001095875,0.0000304699,0.00002707128,0.000005556242,0.00002531891,0.0002789747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002916284,"threshold_uncertainty_score":0.7958003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006591411269365957,"score_gpt":0.2350730264813989,"score_spread":0.2284816152120329,"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."}}