{"id":"W3122171187","doi":"10.1002/ppap.202000191","title":"Permeation‐resistant and flexible plasma‐polymerised films on 2‐hydroxyethyl methacrylate hydrogels","year":2021,"lang":"en","type":"article","venue":"Plasma Processes and Polymers","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Self-healing hydrogels; Permeation; Aqueous solution; Chemical engineering; Materials science; Methacrylate; Polymer; Plasma polymerization; Polymer chemistry; Polymerization; X-ray photoelectron spectroscopy; Scanning electron microscope; Chemistry; Membrane; Composite material; Organic 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002030515,0.0002782833,0.0003307486,0.00009268969,0.0004114616,0.0002496635,0.0001435818,0.0001243633,0.001391757],"category_scores_gemma":[0.0001896432,0.0002490167,0.00004475386,0.0003590659,0.000219726,0.0002591719,0.00007447502,0.0001346116,0.00009136592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002051186,"about_ca_system_score_gemma":0.0002145995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001056399,"about_ca_topic_score_gemma":0.00003849608,"domain_scores_codex":[0.9982025,0.0000972028,0.0003211642,0.0006516717,0.0003333055,0.000394159],"domain_scores_gemma":[0.998962,0.0002984749,0.0001096205,0.0002809126,0.0001005705,0.0002484209],"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":[0.0002163443,0.000102834,0.0003987191,0.0001833341,0.00002725181,0.0000246411,0.00175663,0.0001572669,0.9938418,0.0004634724,0.0001448212,0.002682922],"study_design_scores_gemma":[0.0007888678,0.000103702,0.0002156215,0.00005811249,0.00003686238,0.00004287097,0.001129273,0.003115896,0.9898261,0.00009623017,0.004235358,0.0003511351],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922861,0.002458649,0.00007778316,0.0008578206,0.0002301889,0.0001400427,0.00008376584,0.0001367159,0.003728971],"genre_scores_gemma":[0.9955209,0.0006992549,0.0006846854,0.0004326589,0.00003272506,0.00003236143,0.00002496081,0.00002981937,0.002542556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004090537,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967415981146804,"score_gpt":0.2473135750692912,"score_spread":0.2276394152578231,"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."}}