{"id":"W7131780411","doi":"10.31031/apdv.2025.10.000729","title":"GGSHELLS: Are they a Waste or a Continuously Produced Natural Resource?","year":2025,"lang":"","type":"article","venue":"Approaches in Poultry Dairy & Veterinary Sciences","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Production (economics); Reproduction; Natural (archaeology); Tonne; Eggshell; Volume (thermodynamics)","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":[0.001448013,0.0006028346,0.0008580855,0.001036077,0.001309338,0.004578858,0.001455556,0.002431698,0.01491693],"category_scores_gemma":[0.00260635,0.0002819668,0.0003890913,0.001517386,0.003460796,0.003938644,0.002037358,0.001262874,0.00450171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001202362,"about_ca_system_score_gemma":0.001231886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003315771,"about_ca_topic_score_gemma":0.005135544,"domain_scores_codex":[0.9988678,0.0001674522,0.000064514,0.0002316818,0.0005177752,0.0001509193],"domain_scores_gemma":[0.9982727,0.0003581971,0.0006781283,0.000086943,0.0003081768,0.0002959211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001324262,0.0002748571,0.05277265,0.007035654,0.0002281148,0.003727411,0.002251356,0.000487914,0.02042119,0.04637199,0.06967862,0.795426],"study_design_scores_gemma":[0.00002549489,0.0003890603,0.03746957,0.005209605,0.0001681803,0.008024064,0.009400896,0.0006388181,0.01067426,0.04067682,0.88719,0.0001332724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2643022,0.5342059,0.02572162,0.07274304,0.006847116,0.0002061267,0.004730581,0.0005855797,0.09065788],"genre_scores_gemma":[0.6180899,0.2865208,0.01136567,0.01707941,0.002380963,0.0001444967,0.002889454,0.0003492765,0.06117998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01491693,"threshold_uncertainty_score":0.04990208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137229368954975,"score_gpt":0.2952641113219534,"score_spread":0.1815411744264559,"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."}}