{"id":"W4414122447","doi":"10.3390/app15189968","title":"Plasma-Based Amorphous Carbon Coatings on Polymeric Substrates for Biomedical Applications: A Critical Review Focused on Adhesion","year":2025,"lang":"en","type":"review","venue":"Applied Sciences","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Plasmionique (Canada); Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Amorphous carbon; Adhesion; Coating; Carbon fibers; Substrate (aquarium); Amorphous solid; Corrosion","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":[0.002538657,0.000677316,0.001897637,0.0005355484,0.0005725232,0.0003822117,0.001604231,0.000359579,0.0001890911],"category_scores_gemma":[0.0007859396,0.0004778023,0.0003676831,0.001612579,0.001388527,0.0000535475,0.0001242371,0.0003097483,0.0002115693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391578,"about_ca_system_score_gemma":0.002117032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003338992,"about_ca_topic_score_gemma":0.000002789681,"domain_scores_codex":[0.9946258,0.0002888943,0.001088817,0.001600179,0.001402313,0.0009939868],"domain_scores_gemma":[0.9934196,0.005056994,0.0004055258,0.0007082355,0.0001040536,0.000305631],"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":[0.00010786,0.0007029662,2.320365e-7,0.1161912,0.00001613632,0.00001091227,0.00001174042,0.000003849387,0.009793133,0.01317556,0.002351927,0.8576345],"study_design_scores_gemma":[0.001138299,0.002271027,2.927873e-7,0.1232404,0.0009242586,0.000008366791,0.00003926913,0.000163651,0.07722922,0.001802246,0.7911451,0.002037821],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000144323,0.9884858,0.0002432302,0.0004645599,0.0005399124,0.005109054,0.0004032013,0.0002446663,0.004365216],"genre_scores_gemma":[0.001518502,0.9823195,0.001630598,0.001126434,0.0003622026,0.01269779,0.0002004076,0.00006603195,0.00007855548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8555967,"threshold_uncertainty_score":0.9997674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06615596644888339,"score_gpt":0.3766916081677636,"score_spread":0.3105356417188802,"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."}}