{"id":"W33645541","doi":"10.1107/s2059798321001017","title":"Wiping the slate clean: Development of durable, tunable surfaces on various substrates via layer-by-layer deposition","year":2006,"lang":"en","type":"article","venue":"Tissue Engineering","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Layer (electronics); Deposition (geology); Layer by layer; Nanotechnology; Materials science; Chemistry; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001718615,0.0005936397,0.0002740047,0.0002698021,0.0001576272,0.000343854,0.0006324816,0.0006317102,0.001026478],"category_scores_gemma":[0.0002707588,0.0003518404,0.0004309289,0.0002185905,0.0001705546,0.0003581699,0.0004986069,0.0005914901,0.0009337531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514242,"about_ca_system_score_gemma":0.0001576206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005061156,"about_ca_topic_score_gemma":0.001085123,"domain_scores_codex":[0.9998424,0.000009576363,0.000008482965,0.00003371063,0.00007420799,0.00003150704],"domain_scores_gemma":[0.9998786,0.00001787405,0.0000290006,0.0000192287,0.00003034632,0.00002491573],"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":[0.00001311416,0.00001064438,0.0001288473,0.00007216773,0.00001013972,0.00006261144,0.00001695468,0.0002174274,0.9943168,0.00009231282,0.0002405009,0.004818428],"study_design_scores_gemma":[0.000009889541,0.00012651,0.001413086,0.00001272937,0.00001755994,0.0001845286,0.00003589861,0.004341815,0.9861595,0.00006327377,0.007618974,0.00001630608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8908324,0.007376601,0.0887596,0.0004169181,0.0004104557,0.0002265495,0.001034829,0.003108384,0.007834212],"genre_scores_gemma":[0.8764479,0.005344768,0.1072653,0.0002305902,0.00004929764,0.0002311225,0.001127405,0.0003785055,0.008925135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001026478,"threshold_uncertainty_score":0.003433943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290981923980212,"score_gpt":0.2164871588908827,"score_spread":0.2035773396510806,"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."}}