{"id":"W2906187869","doi":"10.1016/j.diamond.2018.12.021","title":"Revealing the nucleation mechanism of diamond film deposited on steel by high resolution transmission electron microscopy","year":2018,"lang":"en","type":"article","venue":"Diamond and Related Materials","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Education Department of Jilin Province; Canada Research Chairs","keywords":"Diamond; Nucleation; High-resolution transmission electron microscopy; Materials science; Material properties of diamond; Graphite; Amorphous carbon; Transmission electron microscopy; Amorphous solid; Carbide; Substrate (aquarium); Carbon fibers; Chemical engineering; Crystallography; Nanotechnology; Metallurgy; Composite material; Chemistry; Composite number; Geology","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":[0.001206874,0.0003014419,0.0004424057,0.0001293047,0.0004611276,0.0002383004,0.0003034607,0.0003260258,0.0008006858],"category_scores_gemma":[0.0000627343,0.0002027839,0.00006106855,0.0002376745,0.0003368127,0.0001976489,0.00007453586,0.0001419375,0.00008641443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004841566,"about_ca_system_score_gemma":0.00005116223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003006365,"about_ca_topic_score_gemma":0.000003409595,"domain_scores_codex":[0.9972848,0.0005012932,0.0006961146,0.0005260881,0.0004365152,0.0005551349],"domain_scores_gemma":[0.9988958,0.0001332852,0.0003201709,0.0003788688,0.0001382672,0.000133669],"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":[0.0005163367,0.00009471115,0.000003312822,0.00009404642,0.00002061176,0.000003433452,0.0003193392,0.000007322079,0.9946505,0.002779411,0.001214209,0.0002966964],"study_design_scores_gemma":[0.0008339907,0.000695054,0.000140651,0.0002610919,0.00005593693,0.000006932445,0.00005142752,0.00008024026,0.9949616,0.002025897,0.0006434884,0.0002436442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966281,0.000473377,0.0001675711,0.0002744872,0.0008504451,0.0005684938,0.0002450625,0.0001006051,0.0006918678],"genre_scores_gemma":[0.9980239,0.0005613687,0.0002551529,0.0001209832,0.0001483705,0.00004117858,0.0001521705,0.00005242066,0.0006444879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001610885,"threshold_uncertainty_score":0.8766948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006020105980602622,"score_gpt":0.2456932053593528,"score_spread":0.2396730993787502,"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."}}