{"id":"W4313596131","doi":"10.1002/sia.7190","title":"A mechanochemically created durable <i>dynamic</i> superhydrophilic‐ <i>like</i> surface","year":2023,"lang":"en","type":"article","venue":"Surface and Interface Analysis","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Regroupement Québécois sur les Matériaux de Pointe","funders":"","keywords":"Superhydrophilicity; Sandpaper; Wetting; Contact angle; Materials science; Immersion (mathematics); Composite material; Polyethylene terephthalate; Abrasion (mechanical)","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"category_scores_codex":[0.0009024685,0.0004940669,0.0008777259,0.0002622332,0.0003904659,0.0003056816,0.0005814498,0.0002504245,0.004583761],"category_scores_gemma":[0.0001188471,0.0004539935,0.0003563475,0.003675232,0.0002104048,0.0006395844,0.0003392368,0.0002781374,0.003428875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009947891,"about_ca_system_score_gemma":0.00007382482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005793119,"about_ca_topic_score_gemma":0.0001627205,"domain_scores_codex":[0.9963763,0.0002487906,0.0007033077,0.00119881,0.0006032757,0.0008694566],"domain_scores_gemma":[0.9979916,0.0002566948,0.000159485,0.0009672343,0.0002657013,0.0003592597],"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":[0.00006386683,0.00006865425,0.001598123,0.00002897096,0.0002774098,0.00001116495,0.0005689426,0.03327923,0.9605724,0.00002722353,0.003463577,0.0000404709],"study_design_scores_gemma":[0.0006881056,0.00009922418,0.0007556672,0.00004257939,0.0007310943,0.00001037259,0.001173832,0.142496,0.843143,0.0001476167,0.009822967,0.0008895973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942452,0.0007500975,0.0007493706,0.001384118,0.0002010957,0.0002851059,0.0003296376,0.0008183605,0.001236965],"genre_scores_gemma":[0.9906828,0.0009923084,0.0007920476,0.0004207848,0.00001475894,0.00001444158,0.0002688871,0.00005653604,0.006757461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1174294,"threshold_uncertainty_score":0.9997912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306534973206588,"score_gpt":0.259708553577494,"score_spread":0.2466432038454281,"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."}}