{"id":"W4403214671","doi":"10.3390/jcs8100414","title":"Valorization of Eggshell as Renewable Materials for Sustainable Biocomposite Adsorbents—An Overview","year":2024,"lang":"en","type":"article","venue":"Journal of Composites Science","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Biocomposite; Eggshell; Renewable energy; Waste management; Biochemical engineering; Polymer science; Materials science; Environmental science; Pulp and paper industry; Composite material; Engineering; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002439228,0.000688362,0.0006855041,0.001441378,0.0001983385,0.000801086,0.0003400858,0.0007194274,0.002360363],"category_scores_gemma":[0.0002327836,0.0003057168,0.0006277948,0.001246904,0.0001951212,0.001068648,0.0004292453,0.0007213411,0.001020795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245379,"about_ca_system_score_gemma":0.0004833913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007441886,"about_ca_topic_score_gemma":0.001544777,"domain_scores_codex":[0.9997887,0.00002799272,0.00002629367,0.00004050675,0.00008614294,0.0000303348],"domain_scores_gemma":[0.999918,0.00003591711,0.00001455082,0.000004024656,0.00002245195,0.000005113472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001320558,0.0003078079,0.001107123,0.09207535,0.0003704031,0.0009757294,0.0004029985,0.004047674,0.2120654,0.02352872,0.01610846,0.6488783],"study_design_scores_gemma":[0.00001115337,0.0004719131,0.002351274,0.003659251,0.0002204623,0.001880637,0.0001730551,0.001449452,0.04826603,0.003797116,0.9376648,0.00005499392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009875005,0.9783224,0.002987598,0.0003318531,0.0002473316,0.00003414333,0.0001823401,0.0000406912,0.00797863],"genre_scores_gemma":[0.02732486,0.9652991,0.002904309,0.0002866265,0.0001321677,0.00004171384,0.0002638154,0.00001633886,0.003730942],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002360363,"threshold_uncertainty_score":0.007896245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893009449628237,"score_gpt":0.3022676364024308,"score_spread":0.2833375419061484,"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."}}