{"id":"W4396621670","doi":"10.1186/s13007-024-01193-4","title":"Colour-analyzer: a new dual colour model-based imaging tool to quantify plant disease","year":2024,"lang":"en","type":"article","venue":"Plant Methods","topic":"Plant Pathogenic Bacteria Studies","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hue; Spectrum analyzer; HSL and HSV; RGB color model; Pixel; Population; Computer science; Biology; Artificial intelligence; Medicine; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001054539,0.0003192547,0.0004201884,0.0000585345,0.0002287437,0.0002552857,0.0003069856,0.00007484622,0.0001837385],"category_scores_gemma":[0.0003208211,0.0001326945,0.0002094717,0.0004928513,0.00003867075,0.0001233588,0.000171878,0.0002028905,0.0001229339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006285339,"about_ca_system_score_gemma":0.0001202148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001649439,"about_ca_topic_score_gemma":0.0002323934,"domain_scores_codex":[0.9977464,0.0003243547,0.0003755435,0.0006815139,0.0002962089,0.0005759487],"domain_scores_gemma":[0.9980853,0.00127419,0.00006364394,0.00011332,0.00003510438,0.0004285023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006402569,0.0001235873,0.003169898,0.00008387706,0.0001676019,0.0009571636,0.0002970125,0.0007165105,0.8237337,0.001518455,0.04159747,0.1269944],"study_design_scores_gemma":[0.0004296182,0.0002422184,0.05205271,0.0004455248,0.0005748867,0.0001936923,0.0001461825,0.4099995,0.0100845,0.001550157,0.5226958,0.001585269],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562895,0.001852618,0.0150588,0.01344187,0.001195766,0.0007525194,0.0102608,0.0006830191,0.0004651299],"genre_scores_gemma":[0.8487602,0.000193895,0.1433346,0.003276964,0.001108908,0.0001744339,0.00163226,0.00001207088,0.001506707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8136492,"threshold_uncertainty_score":0.5411124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06146765080832128,"score_gpt":0.3255939195696228,"score_spread":0.2641262687613015,"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."}}