{"id":"W2979845538","doi":"10.18280/i2m.180302","title":"A Novel Apple Size and Surface Quality Detection and Grading System","year":2019,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities","keywords":"Grading (engineering); Software portability; Computer science; Engineering","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":[0.0006763464,0.0005779364,0.0008708187,0.001756004,0.0003606621,0.001172744,0.001454494,0.0008876201,0.00219191],"category_scores_gemma":[0.001317863,0.0004589361,0.0004905575,0.0008488173,0.0002811795,0.001517383,0.0007910863,0.0005873509,0.001709654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005433723,"about_ca_system_score_gemma":0.000494537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131059,"about_ca_topic_score_gemma":0.001554086,"domain_scores_codex":[0.9988079,0.00008157895,0.00007923199,0.0003156704,0.0006532604,0.00006243302],"domain_scores_gemma":[0.9988306,0.0001360469,0.0001240571,0.0001585823,0.0006725796,0.00007808995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002569571,0.000188634,0.006194149,0.0003442021,0.0000527243,0.0001683291,0.000125502,0.002946738,0.4676946,0.002265277,0.006916352,0.5128465],"study_design_scores_gemma":[0.0001704346,0.001043417,0.04375929,0.00009642122,0.000264144,0.002993351,0.0001283396,0.399047,0.4804729,0.002791785,0.0687894,0.0004435211],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0447871,0.0006935121,0.9381399,0.0001649262,0.0002052144,0.0003383895,0.000381121,0.01098294,0.004306883],"genre_scores_gemma":[0.2902283,0.000540339,0.6972883,0.0004602221,0.0001679385,0.0003735363,0.001052741,0.0003994562,0.009489171],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00219191,"threshold_uncertainty_score":0.007332623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495402960902774,"score_gpt":0.3019927490856164,"score_spread":0.2770387194765886,"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."}}