{"id":"W3150821549","doi":"10.1016/j.jobab.2021.04.002","title":"New Ulva lactuca Algae Based Chitosan Bio-composites for Bioremediation of Cd(II) Ions","year":2021,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American University in Cairo","keywords":"Langmuir adsorption model; Sorption; Adsorption; Scanning electron microscope; Biosorption; Nuclear chemistry; Ulva lactuca; Chitosan; Materials science; Chemistry; Chemical engineering; Composite material; Algae; Organic chemistry; Botany; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002142567,0.0001339967,0.0002297216,0.0001010323,0.0001383072,0.00003370659,0.0001341084,0.00007989593,0.0003817567],"category_scores_gemma":[0.00009050561,0.00009745127,0.0001457888,0.0003402541,0.0001358474,0.0001537622,0.0000663294,0.00008951448,0.000004458339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002205851,"about_ca_system_score_gemma":0.00005275854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002429723,"about_ca_topic_score_gemma":0.0000188156,"domain_scores_codex":[0.9988439,0.00003085773,0.000427142,0.0002070221,0.0003192102,0.0001718492],"domain_scores_gemma":[0.9991611,0.0000331834,0.000442604,0.0001398453,0.00004554493,0.000177684],"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":[0.0001053378,0.0001257072,0.01014777,0.00001684567,0.00002335325,0.000003918969,0.0002214609,0.00005031877,0.9733864,0.00004284041,0.002131665,0.01374437],"study_design_scores_gemma":[0.001118531,0.0005285508,0.06005616,0.00005210879,0.00006447922,0.000105795,0.0002039751,0.0002726273,0.8765596,0.0001689598,0.06068778,0.000181427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924091,0.0005145894,0.0006172411,0.005886051,0.0002558484,0.0001162971,0.0000338668,0.000009671665,0.0001573308],"genre_scores_gemma":[0.9872864,0.0001443101,0.01156954,0.0002156257,0.0003950333,4.579838e-7,0.00001243115,0.000009538857,0.0003666223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0968268,"threshold_uncertainty_score":0.4179968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008378885628310762,"score_gpt":0.2149253035410496,"score_spread":0.2065464179127389,"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."}}