{"id":"W3044387106","doi":"10.3390/mi11080719","title":"Diamond Deposition on Iron and Steel Substrates: A Review","year":2020,"lang":"en","type":"review","venue":"Micromachines","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Key Research and Development Program of China; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Diamond; Materials science; Chemical vapor deposition; Graphite; Metallurgy; Deposition (geology); Coating; Substrate (aquarium); Carbon fibers; Amorphous carbon; Carbon film; Nanotechnology; Thin film; Amorphous solid; Composite material; Composite number; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004525015,0.0005857488,0.001785107,0.0001104617,0.0001350454,0.0003134339,0.0004418527,0.0002060613,0.0003606583],"category_scores_gemma":[0.00009566879,0.0004145731,0.0002601561,0.0002347001,0.0001173378,0.0001074847,0.0001699931,0.0002846635,0.0007631147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006392274,"about_ca_system_score_gemma":0.0001672388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005894759,"about_ca_topic_score_gemma":0.00001145439,"domain_scores_codex":[0.9973251,0.0004872682,0.0006499062,0.0007840752,0.0003362002,0.000417465],"domain_scores_gemma":[0.9988478,0.0001942125,0.0002812881,0.0004169408,0.00003955203,0.0002201539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002146921,0.00009688561,0.000001186734,0.1682689,0.00002898142,0.000172153,0.00002563887,1.066481e-7,0.04299083,0.00008301565,0.003528278,0.7847825],"study_design_scores_gemma":[0.0001780186,0.0002168793,0.000003744145,0.05991277,0.000460378,0.00009793993,0.00000306586,0.000002091842,0.003835127,0.00003078508,0.9346622,0.0005970267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002076081,0.9952482,0.000001883042,0.0001359509,0.0002917698,0.001040209,0.0004185747,0.0001143467,0.000672976],"genre_scores_gemma":[0.00006821145,0.9984254,0.0001162881,0.0003973835,0.0002788937,0.0002104623,0.0002743009,0.00008105756,0.0001480155],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9311339,"threshold_uncertainty_score":0.9998306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298966319209066,"score_gpt":0.3261622289203718,"score_spread":0.2962655969994653,"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."}}