{"id":"W4390795372","doi":"10.1002/smll.202310799","title":"Thiol‐Ene Click Reaction in Constructing Liquid Separation Membranes for Water Treatment","year":2024,"lang":"en","type":"article","venue":"Small","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Key Research and Development Program of Zhejiang Province; Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Membrane; Ene reaction; Click chemistry; Thiol; Surface modification; Wetting; Chemical engineering; Chemistry; Materials science; Combinatorial chemistry; Organic chemistry; Nanotechnology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001899472,0.0001117739,0.0001077894,0.0000669206,0.00005501207,0.00004165178,0.00006249759,0.00009059563,0.0001869417],"category_scores_gemma":[0.00002420131,0.00007969637,0.00004567347,0.0001091941,0.00005827818,0.0002637621,0.00003418432,0.00006079176,0.0003035335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002694611,"about_ca_system_score_gemma":0.000009532665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002567219,"about_ca_topic_score_gemma":0.0006588478,"domain_scores_codex":[0.9992051,0.00002341912,0.0001997526,0.0002931265,0.00007926035,0.0001993105],"domain_scores_gemma":[0.9997441,0.00005650663,0.00002399321,0.0001502527,0.000004007532,0.0000211961],"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":[0.0000724084,0.00003202185,0.0004302223,0.00005197119,0.00001272066,0.00001004409,0.000832216,0.001073779,0.9828109,0.0007029455,0.0001323117,0.01383847],"study_design_scores_gemma":[0.000243276,0.0002260225,0.00011069,0.0000165731,0.00001176881,0.0000218782,0.0002528403,0.002395984,0.9416553,0.0008840461,0.05405752,0.0001240362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924818,0.00008711132,0.0003118201,0.000893996,0.0002592427,0.0004399888,0.000004493685,0.0002602011,0.005261362],"genre_scores_gemma":[0.9968291,0.00008531991,0.001357417,0.00005396532,0.00004664123,0.0001525008,0.00003727812,0.00001296672,0.00142484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05392521,"threshold_uncertainty_score":0.390141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03128294594393573,"score_gpt":0.2885441965761296,"score_spread":0.2572612506321939,"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."}}