{"id":"W4398216379","doi":"10.1002/adsu.202300634","title":"Wearable Volatile Organic Compound Sensors for Plant Health Monitoring","year":2024,"lang":"en","type":"article","venue":"Advanced Sustainable Systems","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Research Foundation of Korea","keywords":"Wearable computer; Volatile organic compound; Environmental science; Computer science; Embedded system; Chemistry; Organic chemistry","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":[0.0001949724,0.0003916992,0.0003127795,0.000315705,0.0001251301,0.0004332642,0.0003475919,0.0005203191,0.001510173],"category_scores_gemma":[0.0002455691,0.0001458971,0.0002510125,0.000367289,0.0001618498,0.0005346095,0.0003623378,0.0003722546,0.0004081892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002225579,"about_ca_system_score_gemma":0.0001276059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002146569,"about_ca_topic_score_gemma":0.0004815347,"domain_scores_codex":[0.9998564,0.00002182899,0.000005844985,0.0000419253,0.00005818315,0.00001586505],"domain_scores_gemma":[0.9998798,0.00003082507,0.00002886177,0.00001045866,0.00004020623,0.00000982734],"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":[0.00008549315,0.00003840326,0.0006940562,0.0004307013,0.00002222483,0.0001164416,0.00003399473,0.001116246,0.948896,0.001012751,0.00120778,0.04634602],"study_design_scores_gemma":[0.00002266358,0.0007785577,0.005101348,0.0001182392,0.00007872976,0.0006126284,0.000153574,0.03074431,0.9258075,0.001544238,0.03499169,0.00004667654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5392006,0.06714681,0.3638661,0.00167187,0.001609122,0.0002807581,0.001226529,0.001729214,0.02326897],"genre_scores_gemma":[0.9254472,0.01356359,0.05224415,0.0004935912,0.0002364262,0.0000936447,0.0002980297,0.00003574762,0.007587637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001510173,"threshold_uncertainty_score":0.00505203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009462980121966294,"score_gpt":0.2439725208471147,"score_spread":0.2345095407251484,"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."}}