{"id":"W4393933369","doi":"10.1039/d3su00415e","title":"Eggshell incorporated agro-waste adsorbent pellets for sustainable orthophosphate capture from aqueous media","year":2024,"lang":"en","type":"article","venue":"RSC Sustainability","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pellets; Aqueous solution; Eggshell; Adsorption; Aqueous medium; Chemical engineering; Waste management; Chemistry; Nuclear chemistry; Materials science; Pulp and paper industry; Organic chemistry; Composite material; Engineering; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009594416,0.0004173419,0.0003959977,0.00008104851,0.0002855331,0.0002456101,0.0004896958,0.0001915496,0.001634197],"category_scores_gemma":[0.0004406196,0.0003666572,0.000245977,0.0008278977,0.0002727121,0.0005004949,0.0007029276,0.0002932464,0.0002192571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002248083,"about_ca_system_score_gemma":0.0001757118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006641922,"about_ca_topic_score_gemma":0.0003294838,"domain_scores_codex":[0.9965777,0.0001130151,0.000512477,0.001188815,0.0005505915,0.001057378],"domain_scores_gemma":[0.9983119,0.0003313845,0.0001133829,0.0007835859,0.0001432023,0.000316595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003862676,0.004183253,0.1226624,0.006258643,0.0007963125,0.007935937,0.02780935,0.0306579,0.001687211,0.05662469,0.5535012,0.1840204],"study_design_scores_gemma":[0.001365981,0.0003005322,0.01170672,0.00006289715,0.0002047471,0.000004810141,0.01624678,0.01570033,0.005053197,0.2330769,0.7151562,0.001120931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804328,0.003323014,0.003738709,0.00220848,0.0006423787,0.003259718,0.0001118236,0.0004200374,0.005863006],"genre_scores_gemma":[0.9872942,0.00009414906,0.0004001624,0.0002629682,0.0001329228,0.0003113263,0.0001691449,0.0000579999,0.01127716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1828995,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00574167286593093,"score_gpt":0.218138633129863,"score_spread":0.2123969602639321,"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."}}