{"id":"W3108005974","doi":"10.1002/smll.202004886","title":"Hierarchical Structures, with Submillimeter Patterns, Micrometer Wrinkles, and Nanoscale Decorations, Suppress Biofouling and Enable Rapid Droplet Digitization","year":2020,"lang":"en","type":"article","venue":"Small","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nanotechnology; Substrate (aquarium); Nanoscopic scale; Micrometer; Adhesion; Biofouling; Composite material; Chemistry; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006976804,0.0003091885,0.0001362754,0.0002382637,0.0001165743,0.0002820354,0.0002189584,0.0003176759,0.001040317],"category_scores_gemma":[0.0001994521,0.000211549,0.0001665624,0.0001302433,0.000197401,0.0002732627,0.0001864726,0.0003878751,0.0004026228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002562533,"about_ca_system_score_gemma":0.0001603607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003198637,"about_ca_topic_score_gemma":0.001245128,"domain_scores_codex":[0.9999225,0.0000059917,0.00000470854,0.00002108839,0.00003121225,0.00001435897],"domain_scores_gemma":[0.9998426,0.00002738594,0.00006351586,0.00002533094,0.00002473592,0.00001624545],"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":[0.000004924721,0.000006190088,0.00005562654,0.00002464809,0.00000232175,0.00002213758,0.000006465453,0.00009995365,0.9972288,0.0001189263,0.00006528058,0.002364748],"study_design_scores_gemma":[0.000004927792,0.00008071827,0.00130557,0.000002829669,0.000006739316,0.0001118088,0.00001082369,0.001360562,0.9939262,0.00007273077,0.003111958,0.000005050596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9073185,0.002931737,0.07586932,0.0002884656,0.0001300322,0.0001272769,0.000639236,0.001238214,0.0114573],"genre_scores_gemma":[0.9447751,0.001000883,0.04792658,0.000177473,0.00003602379,0.00008695095,0.0003663063,0.00008548967,0.005545093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001040317,"threshold_uncertainty_score":0.003480196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224226461379079,"score_gpt":0.2015731250782212,"score_spread":0.1791504789403133,"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."}}