{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009305785,0.0002721403,0.0002424847,0.0003364691,0.0002661727,0.0002740196,0.0006065308,0.0003226102,0.00315495],"category_scores_gemma":[0.0001569524,0.0001480156,0.000168105,0.0002051285,0.00009807995,0.0003234624,0.0003941953,0.000168101,0.0006486226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563499,"about_ca_system_score_gemma":0.0001324327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045763,"about_ca_topic_score_gemma":0.0009642609,"domain_scores_codex":[0.9998554,0.00001345213,0.000007119763,0.00004720676,0.00005586792,0.00002085186],"domain_scores_gemma":[0.9998821,0.0000184039,0.00002263591,0.000020514,0.0000385476,0.00001780908],"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":[0.0003696456,0.0001008766,0.008655134,0.0001979393,0.00004523116,0.001229084,0.0002233601,0.003552748,0.8341028,0.0004952985,0.004220388,0.1468074],"study_design_scores_gemma":[0.0001484173,0.001513065,0.06255066,0.00008259188,0.0001678831,0.002831946,0.0002446314,0.1586716,0.7415255,0.0005293828,0.03157748,0.000156879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7602415,0.0006050768,0.2121449,0.0002933127,0.0001379604,0.0002542092,0.000805365,0.008227741,0.01728996],"genre_scores_gemma":[0.975157,0.0001034876,0.01912476,0.0001007129,0.0000215585,0.00008883825,0.0002288903,0.00004193345,0.005132819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00315495,"threshold_uncertainty_score":0.01055443,"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."}}