{"id":"W3172471931","doi":"10.2316/j.2021.206-0616","title":"A PROPRIETARILY DEVELOPED BIONIC OLFACTORY SYSTEM USED FOR RAPID DETECTION OF DETERIORATED REFRIGERATED-STORED APPLES","year":2021,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Horticulture; Biology","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":[0.0005851592,0.0005976736,0.0005293316,0.0004399947,0.0004040888,0.0005420449,0.001272917,0.00118478,0.001862048],"category_scores_gemma":[0.000421991,0.0003639381,0.0004588515,0.000332604,0.0003306346,0.0007620343,0.0006326021,0.0006385295,0.0009669234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002290996,"about_ca_system_score_gemma":0.0005318624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003822229,"about_ca_topic_score_gemma":0.0007229641,"domain_scores_codex":[0.9996629,0.00003151012,0.00001961175,0.0001360537,0.0001115822,0.00003835446],"domain_scores_gemma":[0.9997994,0.00002906198,0.00002206759,0.00002316051,0.0000828199,0.00004353062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001282856,0.00006870223,0.0003226296,0.0001371027,0.00001374253,0.00006520857,0.00001483495,0.00004358841,0.9854056,0.00008559309,0.0002022256,0.01351259],"study_design_scores_gemma":[0.00008074351,0.001722461,0.005594805,0.00002205816,0.0001172948,0.001837055,0.00003541834,0.008586677,0.9763281,0.0001175315,0.005499033,0.00005867413],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6523644,0.007928464,0.3240259,0.0007382184,0.001724666,0.001203316,0.001471905,0.003662945,0.006880296],"genre_scores_gemma":[0.774064,0.002239496,0.2090185,0.001487795,0.0002598459,0.0005067967,0.0008163963,0.0001214212,0.01148577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001862048,"threshold_uncertainty_score":0.006229162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02807072326213364,"score_gpt":0.2753467540966839,"score_spread":0.2472760308345503,"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."}}