{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000120662,0.0003039409,0.0004333131,0.0001666745,0.0001901846,0.0001462337,0.0002182513,0.0001441938,0.000004564885],"category_scores_gemma":[0.00009858219,0.0003027835,0.00007584367,0.000503129,0.00004080877,0.0004104061,0.0000483429,0.0003172681,0.00002522314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174228,"about_ca_system_score_gemma":0.0000360523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004085873,"about_ca_topic_score_gemma":0.000001522068,"domain_scores_codex":[0.9979504,0.00001577604,0.000428641,0.0003953672,0.0001866008,0.001023177],"domain_scores_gemma":[0.9991011,0.0002604949,0.00004747096,0.0003741529,0.00009431732,0.0001224324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004958622,0.00003362479,0.000104295,0.01709378,0.0002393263,0.0003231601,0.0007695089,0.7337716,0.221558,0.01140612,0.007262607,0.007388488],"study_design_scores_gemma":[0.0007639599,0.0002135047,0.00001032193,0.001440449,0.0000272854,0.0001414541,0.01934513,0.1735143,0.1894608,0.005697172,0.6083421,0.001043453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.717128,0.1321721,0.1169754,0.0004447383,0.007217698,0.004681983,0.0001626732,0.01873781,0.002479641],"genre_scores_gemma":[0.9920676,0.0006570581,0.002018981,0.000005178696,0.0002893023,0.000273,0.0000201707,0.000152134,0.004516543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6010795,"threshold_uncertainty_score":0.9999424,"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."}}