{"id":"W4212991073","doi":"10.2139/ssrn.4036498","title":"Digital Twins: A Novel Traceability Tool for Post-Harvest Handling","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; RTDS Technologies (Canada)","funders":"","keywords":"Traceability; Business; Computer science; Operations management; Engineering; Software engineering","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":[0.0006052003,0.0006574992,0.0004076353,0.001295677,0.0005050864,0.001236582,0.002041952,0.000793441,0.009699413],"category_scores_gemma":[0.001820396,0.0004683951,0.0003393485,0.0008464277,0.0006135619,0.002594763,0.002393297,0.0008676507,0.001859541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002632014,"about_ca_system_score_gemma":0.0006609915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006302549,"about_ca_topic_score_gemma":0.001027447,"domain_scores_codex":[0.9990668,0.0000537117,0.00004334145,0.0001600925,0.0006154774,0.00006055855],"domain_scores_gemma":[0.9989401,0.0002445736,0.0001335914,0.0003852621,0.0002212845,0.00007521104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008043385,0.0002459584,0.00213308,0.0003708365,0.00004933323,0.0007008397,0.0004779309,0.006107707,0.5254402,0.02378936,0.005883392,0.4339971],"study_design_scores_gemma":[0.00005338396,0.0005220438,0.001584366,0.0000528558,0.00007669621,0.001344584,0.0002328889,0.05713769,0.8570219,0.007237986,0.074632,0.0001036265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06033026,0.0003731636,0.9199135,0.0001734049,0.00040382,0.0001594914,0.0004271547,0.007591236,0.01062794],"genre_scores_gemma":[0.388817,0.0005979117,0.5652847,0.0002139143,0.00008054276,0.0001732346,0.0009262991,0.001627911,0.04227838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009699413,"threshold_uncertainty_score":0.03244776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009359500099284325,"score_gpt":0.2105244457901857,"score_spread":0.2011649456909014,"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."}}