{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002911486,0.0001464501,0.0002435801,0.00004592276,0.0001055274,0.00006479998,0.00007082862,0.0001317529,0.0001258267],"category_scores_gemma":[0.0000978002,0.0001382778,0.00003813642,0.0002059652,0.00004792624,0.0001588118,0.00004134486,0.0001417265,0.00001015067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121862,"about_ca_system_score_gemma":0.00001563233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001865107,"about_ca_topic_score_gemma":0.00002047056,"domain_scores_codex":[0.9990242,0.00002980462,0.0002522779,0.0003296593,0.0001732191,0.0001908488],"domain_scores_gemma":[0.9993055,0.0002774809,0.0001630713,0.0001615407,0.00003381099,0.0000585718],"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":[0.00006123026,0.00002054356,0.1495944,0.0002233452,0.00007226662,5.980696e-7,0.000136137,0.00002525082,0.8484401,0.0002705444,0.000006625483,0.001149005],"study_design_scores_gemma":[0.003285118,0.0001153585,0.08798023,0.00003145781,0.0002362572,0.00007308731,0.009980962,0.001850949,0.8955676,0.0002312726,0.0001997536,0.0004479414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962564,0.0002072691,0.001596935,0.00009354188,0.00008322828,0.00009498246,0.0000243461,0.0001440586,0.00149923],"genre_scores_gemma":[0.9981185,0.00003331957,0.001477404,0.00005246095,0.00003355794,0.000009408151,0.00001088446,0.00001134745,0.0002531547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06161412,"threshold_uncertainty_score":0.5638803,"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."}}