{"id":"W4394014200","doi":"10.1038/s41598-024-58250-0","title":"Cerebrating and engagement, paths to reduce fresh produce waste within homes","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food waste; Quarter (Canadian coin); Food preparation; Sample (material); Environmental health; Waste management; Psychology; Business; Environmental science; Medicine; Food science; Food safety; Engineering; Geography; Biology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002294872,0.0001253388,0.0001261207,0.00003841535,0.0005294994,0.0009088482,0.00009517653,0.00004306377,0.0001427119],"category_scores_gemma":[0.0004230436,0.00005030165,0.00005541951,0.0008729052,0.0001393121,0.0002283949,0.0001418313,0.0001347887,0.00001031458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003964687,"about_ca_system_score_gemma":0.00004739483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005810451,"about_ca_topic_score_gemma":0.0001012366,"domain_scores_codex":[0.9979922,0.00009167215,0.0003426004,0.0009693863,0.0003315958,0.0002725426],"domain_scores_gemma":[0.9994219,0.00004725444,0.00006866422,0.0001742689,0.0001143592,0.0001735635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008594811,0.00006791365,0.002252473,0.0001177654,0.00001664498,0.0002289382,0.002711446,0.00004478402,0.7340152,0.0004476149,0.03749027,0.2225984],"study_design_scores_gemma":[0.0001004547,0.0005378588,0.01344199,0.0003829859,0.00004924531,0.001025646,0.1191122,0.0008475215,0.3854257,0.02327483,0.4546455,0.001156053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895025,0.0003964364,0.000002520689,0.002909686,0.005725046,0.0004159465,0.000003873427,0.0001610806,0.0008829426],"genre_scores_gemma":[0.9929725,0.000002794484,0.0001861506,0.00003961385,0.0003069929,0.00002632871,0.00001819454,0.00000134562,0.00644607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4171552,"threshold_uncertainty_score":0.8764045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189799633969755,"score_gpt":0.2539978511757395,"score_spread":0.2320998548360419,"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."}}