{"id":"W4396782827","doi":"10.1109/les.2024.3396061","title":"Marine Monitoring System Powered by Flexible Solar Panel","year":2024,"lang":"en","type":"article","venue":"IEEE Embedded Systems Letters","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Solar powered; Remote sensing; Real-time computing; Solar energy; Electrical engineering; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008305374,0.0003773212,0.0003777787,0.0001256344,0.0001781224,0.0004425179,0.000738422,0.0002071685,0.00004404293],"category_scores_gemma":[0.00002762855,0.0003438943,0.0001236886,0.0004463743,0.0001646667,0.0004453142,0.0003089268,0.0004094773,0.002101231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017691,"about_ca_system_score_gemma":0.000008214077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757781,"about_ca_topic_score_gemma":0.000001789466,"domain_scores_codex":[0.9970241,0.0001993063,0.0005594266,0.0007811594,0.0007228738,0.0007131324],"domain_scores_gemma":[0.9988024,0.0001228659,0.0001030183,0.0008296628,0.000008478652,0.0001336281],"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":[0.00001084701,0.00002755976,0.01006784,0.000546176,0.0001016017,0.0002587614,0.0006758554,0.002371602,0.882441,0.00006911724,0.1019893,0.001440271],"study_design_scores_gemma":[0.0009756471,0.000201014,0.004067345,0.002481681,0.0001799074,0.0004295986,0.00581255,0.01168917,0.8446468,0.0001035416,0.1266345,0.00277829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762556,0.0004101548,0.004030528,0.0009259052,0.01200436,0.0005533757,0.00003257643,0.004116341,0.001671138],"genre_scores_gemma":[0.9962072,0.00001153952,0.0006787994,0.00004233308,0.0006009217,0.000140667,0.000009927286,0.0000806799,0.002227939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03779432,"threshold_uncertainty_score":0.9999013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03089600034631167,"score_gpt":0.2502457565933109,"score_spread":0.2193497562469992,"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."}}