{"id":"W3091222654","doi":"10.18280/isi.250405","title":"Machine Vision Based Plant Disease Classification Through Leaf Imagining","year":2020,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Machine vision; Artificial intelligence; Computer vision; Computer science","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":[0.0002578161,0.0003132316,0.000394769,0.0008102244,0.0001135602,0.0004692363,0.0003415795,0.00043944,0.0007162601],"category_scores_gemma":[0.0003559597,0.0001119298,0.0004038635,0.0003969652,0.0001307148,0.0002950786,0.0001583711,0.0002371618,0.000405371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124482,"about_ca_system_score_gemma":0.0002029848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001818186,"about_ca_topic_score_gemma":0.002945023,"domain_scores_codex":[0.9998535,0.00001843327,0.000008652278,0.00004883913,0.00004527041,0.00002516402],"domain_scores_gemma":[0.9998106,0.00005712187,0.00003127168,0.00002101581,0.00006630134,0.0000137916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002372744,0.0002895662,0.008340539,0.0001952368,0.00005939299,0.0001664049,0.00009399707,0.02603884,0.2620822,0.0003993344,0.001463117,0.700634],"study_design_scores_gemma":[0.00001217066,0.0002861869,0.03765127,0.00002389406,0.00004241166,0.0003727053,0.00008656748,0.8793963,0.07937339,0.000487859,0.00223915,0.00002813733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4329292,0.001104618,0.5587187,0.0001644499,0.00008026679,0.0001733693,0.0005381131,0.001971513,0.004319909],"genre_scores_gemma":[0.8143965,0.0003913761,0.1808875,0.00007274605,0.00002621397,0.00006690461,0.0007639591,0.00002697167,0.003367835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001818186,"threshold_uncertainty_score":0.003615201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607684245876818,"score_gpt":0.2224711340474374,"score_spread":0.1963942915886693,"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."}}