{"id":"W7125160163","doi":"10.18280/mmep.121214","title":"An Investigation on a Theoretical Model for Predicting a Cassava Peeler’s Useful Flesh Recovery","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Tshwane University of Technology","keywords":"Flesh; Yield (engineering); Component (thermodynamics); Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005021914,0.0003930471,0.0004632297,0.0006290912,0.0006389542,0.001064135,0.001373948,0.001614749,0.005227371],"category_scores_gemma":[0.002262056,0.0002549668,0.0006726864,0.0005242839,0.000802131,0.001321825,0.0005271751,0.0008786002,0.0004325954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584855,"about_ca_system_score_gemma":0.001437366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267538,"about_ca_topic_score_gemma":0.00549654,"domain_scores_codex":[0.9998848,0.00002685912,0.000005731828,0.00003731439,0.00002659531,0.00001869035],"domain_scores_gemma":[0.9994323,0.0003856306,0.00003864234,0.00002031151,0.0001017629,0.00002142912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002893014,0.00004546981,0.001425545,0.00008599515,0.00001364763,0.000190774,0.0001197768,0.9278293,0.002440573,0.06207846,0.0008988057,0.004842761],"study_design_scores_gemma":[0.000001956402,0.00001208343,0.0001619606,0.000004555051,0.000004471607,0.00002218362,0.00002402433,0.993387,0.0003489425,0.005622194,0.0004059442,0.000004738311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3351461,0.0007359732,0.6039069,0.004135364,0.0002426662,0.0001473192,0.0004921112,0.0003274358,0.05486603],"genre_scores_gemma":[0.974988,0.0003250589,0.01174692,0.0001339424,0.00002841178,0.00008970991,0.0001073827,0.00004683962,0.01253377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01267538,"threshold_uncertainty_score":0.02520317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05285900261202119,"score_gpt":0.2486923250509584,"score_spread":0.1958333224389372,"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."}}