{"id":"W4404688652","doi":"10.1109/oceans55160.2024.10754521","title":"Embedded KETOS Deep Learning Classifier for the AIOS Buoy","year":2024,"lang":"en","type":"article","venue":"","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Buoy; Computer science; Artificial intelligence; Classifier (UML); Deep learning; Machine learning; Engineering; Marine engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003056844,0.00009063915,0.00006471672,0.00001903779,0.0001707633,0.0001135454,0.0003312258,0.00006958118,0.0007142363],"category_scores_gemma":[0.0001226588,0.00005256915,0.00005834514,0.0001446519,0.0001494492,0.0001228312,0.000248484,0.0001875493,0.00100791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008196035,"about_ca_system_score_gemma":0.000002899517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009674844,"about_ca_topic_score_gemma":0.00002520671,"domain_scores_codex":[0.9992338,0.00002341263,0.000112886,0.0002375903,0.0001624774,0.0002298433],"domain_scores_gemma":[0.9994166,0.0003013277,0.00001434013,0.000242567,0.000002739953,0.00002237786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003255186,0.00006845437,0.02174355,0.0001026566,0.0001432424,0.00002029489,0.005401479,0.007878614,0.07694843,0.01185404,0.1018208,0.7739859],"study_design_scores_gemma":[0.0001746609,0.0001299702,0.008883908,0.00002656311,0.00004265411,0.000008544872,0.003591406,0.08277243,0.08803044,0.01209506,0.8038943,0.0003499963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.693848,0.0007063102,0.2281376,0.0262213,0.003147642,0.001845273,0.000004448822,0.007014003,0.03907549],"genre_scores_gemma":[0.9753153,0.00001754655,0.00528999,0.00006690194,0.00008235931,0.00009923465,0.000001050329,0.00001618905,0.01911137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7736359,"threshold_uncertainty_score":0.9997699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360606015726164,"score_gpt":0.2850562479905946,"score_spread":0.2489956464179782,"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."}}