{"id":"W6901796239","doi":"10.60692/sh8fa-cwc31","title":"CONVOLUTIONAL SVM NETWORKS FOR DETECTION OF GANODERMA BONINENSE AT EARLY STAGE IN OIL PALM USING UAV AND MULTISPECTRAL PLEIADES IMAGES","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multispectral image; Ganoderma; Pleiades; Support vector machine; Palm oil; Stage (stratigraphy); Elaeis guineensis; Palm","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004741586,0.00010702,0.0001453211,0.0001213693,0.0001496532,0.00003838506,0.00005076624,0.00007280352,0.0000234673],"category_scores_gemma":[0.00003274057,0.00009961586,0.00004061654,0.0002654492,0.0001021832,0.0005318033,0.00007077019,0.00005700109,0.00003201768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003419211,"about_ca_system_score_gemma":0.000008629997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734335,"about_ca_topic_score_gemma":0.00001070699,"domain_scores_codex":[0.9989739,0.00005391397,0.0004108921,0.0001571731,0.0001788781,0.0002252395],"domain_scores_gemma":[0.9995936,0.00001365912,0.0001690824,0.000137483,0.00003637003,0.00004987866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001340732,0.000002414173,0.9537961,0.0003051254,0.000007359096,0.000001151693,0.01233876,0.03194653,0.0004080827,0.00001274403,0.00001525885,0.001032398],"study_design_scores_gemma":[0.0006296985,0.00002581976,0.788838,0.00002105041,0.000005793666,0.00001139523,0.004498937,0.2037383,0.002058796,0.000001885054,0.00006394371,0.0001063916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935516,0.000002467906,0.005791203,0.00002547817,0.0001480977,0.0002263719,0.00005699713,0.00007369262,0.0001241316],"genre_scores_gemma":[0.9993444,4.911804e-7,0.000188047,0.00001099057,0.00002401679,0.00003628471,0.00001082867,0.000006035448,0.0003788868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1717917,"threshold_uncertainty_score":0.4062217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205828353970534,"score_gpt":0.217503307660572,"score_spread":0.1954450241208666,"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."}}