{"id":"W4409388185","doi":"10.1016/j.colsurfa.2025.136923","title":"Magnetic phosphorylated lignocellulosic fibers: A hybrid material for water purification – Part I material synthesis","year":2025,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Fiber; Chemical engineering; Materials science; Organic chemistry; Engineering","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":[0.0001006375,0.0004786704,0.0002367673,0.0005075132,0.0001375222,0.0002139302,0.0002426912,0.0004025464,0.001790329],"category_scores_gemma":[0.00009719443,0.0001856489,0.0002786588,0.0003053999,0.0001078386,0.000250924,0.0001599322,0.0002803537,0.0007114029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820695,"about_ca_system_score_gemma":0.0001083585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001837248,"about_ca_topic_score_gemma":0.0004773098,"domain_scores_codex":[0.9999245,0.000004716518,0.000005850464,0.00001851612,0.00003436021,0.00001207325],"domain_scores_gemma":[0.9999577,0.00000623056,0.00001280748,0.000004987287,0.00001057005,0.000007738603],"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":[0.00002324387,0.000017677,0.00005117883,0.0001422323,0.00000582661,0.00007085015,0.000006819668,0.0002401417,0.9942912,0.0001242808,0.00007054857,0.004955973],"study_design_scores_gemma":[0.000008250601,0.000212368,0.001299401,0.000018114,0.00001796599,0.0002777983,0.00001382488,0.0009300832,0.9905167,0.000090556,0.0066035,0.00001146162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034089,0.006733229,0.07545828,0.000164599,0.000196152,0.00035472,0.001602412,0.0007193456,0.01136241],"genre_scores_gemma":[0.9443455,0.00289693,0.04321065,0.0001133772,0.0000518055,0.0002910514,0.001007922,0.00007749075,0.008005346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001790329,"threshold_uncertainty_score":0.005989194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006836031082233301,"score_gpt":0.2124130224974732,"score_spread":0.2055769914152399,"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."}}