{"id":"W4405201100","doi":"10.1002/adsu.202400491","title":"Green Nanoengineered Keratin Derived Bio‐Adsorbent for Heavy Metals Removal from Aqueous Media","year":2024,"lang":"en","type":"article","venue":"Advanced Sustainable Systems","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Adsorption; Aqueous solution; Chemistry; Ionic strength; Wastewater; Metal; Nuclear chemistry; Environmental remediation; Contamination; Environmental engineering; Organic chemistry","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"],"consensus_categories":[],"category_scores_codex":[0.0003883228,0.0003637348,0.0004199739,0.000117683,0.0002293942,0.0002039553,0.0002946694,0.0001714575,0.0005765822],"category_scores_gemma":[0.0001282749,0.0003085992,0.000221778,0.0005143567,0.0001231873,0.0005630105,0.0001374668,0.0001660979,0.0004568838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006920716,"about_ca_system_score_gemma":0.000061474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170575,"about_ca_topic_score_gemma":0.0001707561,"domain_scores_codex":[0.9973505,0.00009332832,0.0005615025,0.0007339408,0.0004845388,0.0007761922],"domain_scores_gemma":[0.9989907,0.0001970293,0.0001116174,0.0003995195,0.00004913042,0.0002520076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000749566,0.0002918209,0.0001987319,0.001220798,0.000504958,0.00208339,0.003465581,0.04270664,0.8157037,0.03296725,0.01620281,0.08390477],"study_design_scores_gemma":[0.00156274,0.0002448291,0.0003023802,0.0001679522,0.0001177661,0.0002500826,0.005520832,0.08971657,0.02534691,0.004333294,0.8713897,0.001046946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8538925,0.01211018,0.1141311,0.001824374,0.004614638,0.005032197,0.0007412501,0.001721374,0.005932422],"genre_scores_gemma":[0.965265,0.00006912956,0.002915731,0.0001045992,0.000307185,0.0001990663,0.000153746,0.00007257496,0.030913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8551869,"threshold_uncertainty_score":0.9999366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008910089509638598,"score_gpt":0.2284951973933525,"score_spread":0.2195851078837139,"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."}}