{"id":"W4394963054","doi":"10.3390/waste2020010","title":"Polylactic Acid Composites Reinforced with Eggshell/CaCO3 Filler Particles: A Review","year":2024,"lang":"en","type":"review","venue":"Waste","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Agriculture and Agri-Food Canada","keywords":"Polylactic acid; Eggshell; Composite material; Filler (materials); Materials science; Polymer; 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":[0.0003865122,0.000960954,0.002512864,0.0002179345,0.000150903,0.0004014203,0.001025103,0.0002728559,0.0008708042],"category_scores_gemma":[0.00006786227,0.0005751788,0.0006298895,0.0009579796,0.0001561678,0.0003728965,0.0004303255,0.0007492212,0.008955759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189947,"about_ca_system_score_gemma":0.0002951071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001574118,"about_ca_topic_score_gemma":0.000001416258,"domain_scores_codex":[0.9962265,0.0002150036,0.00117564,0.0009022768,0.0006947955,0.0007858211],"domain_scores_gemma":[0.9975635,0.0002232543,0.0005941053,0.0012273,0.0001122293,0.0002795458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001017546,0.00004015674,2.055746e-7,0.6230729,0.0008947767,0.0007526954,0.0002902944,0.00006588675,0.02598599,0.002204093,0.04363628,0.3029549],"study_design_scores_gemma":[0.0001540053,0.0001781699,1.656208e-8,0.1817492,0.003226708,0.0005460558,0.000009284952,0.000061142,0.006867288,0.00001934379,0.806307,0.0008817644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004757777,0.9956647,0.00003033926,0.0001827217,0.0005352616,0.001669884,0.00007554398,0.0004085262,0.001385445],"genre_scores_gemma":[0.00004511843,0.9918144,0.001515978,0.0004507549,0.0002728837,0.0002576303,0.0001478089,0.0001522125,0.005343246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7626707,"threshold_uncertainty_score":0.99967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802272375594736,"score_gpt":0.3038481753695782,"score_spread":0.2758254516136309,"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."}}