{"id":"W2335416699","doi":"10.1021/acssuschemeng.5b00035","title":"Sustainable Bio-Inspired Limestone Eggshell Powder for Potential Industrialized Applications","year":2015,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Eggshell; Lime; Bleach; Calcite; Eggshell membrane; Dolomite; Calcium carbonate; Metallurgy; Pulp and paper industry; Chemistry; Mineralogy; Chemical engineering; Waste management; Materials science; Geology","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":[0.0005127104,0.0002804255,0.0002847797,0.00009511042,0.0001987384,0.0002755857,0.0002725126,0.0002638856,0.0001644665],"category_scores_gemma":[0.0003555225,0.0003196402,0.0000974904,0.0004925146,0.00005874595,0.0004636829,0.0001664736,0.0001524562,0.00001604089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005886687,"about_ca_system_score_gemma":0.0004184398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006877995,"about_ca_topic_score_gemma":9.135404e-8,"domain_scores_codex":[0.9979755,0.00001408443,0.0004045434,0.0004604873,0.00029625,0.0008491958],"domain_scores_gemma":[0.9982314,0.00003662623,0.0001313982,0.0004062289,0.0009041958,0.0002901819],"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":[0.00006811844,0.0000767256,0.000003464746,0.0005311844,0.00001248972,0.00003028556,0.0001698576,0.02047103,0.9695581,0.005166068,0.003889315,0.00002343296],"study_design_scores_gemma":[0.001699806,0.00003146754,0.000001928318,0.00001682826,0.00004105702,0.00002234162,0.002857612,0.00176385,0.7699418,0.0005632467,0.2226896,0.0003704407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9029106,0.0008811696,0.0869169,0.0008578782,0.0003420208,0.0025964,0.00006604806,0.001176095,0.004252923],"genre_scores_gemma":[0.9641143,0.00001458099,0.001288653,0.00006328966,0.0006262416,0.0007977494,0.000340122,0.00007963376,0.0326754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2188003,"threshold_uncertainty_score":0.9999256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309280234175708,"score_gpt":0.2321818469345859,"score_spread":0.2190890445928288,"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."}}