{"id":"W2134436229","doi":"10.3390/s121013349","title":"Ion-Specific Nutrient Management in Closed Systems: The Necessity for Ion-Selective Sensors in Terrestrial and Space-Based Agriculture and Water Management Systems","year":2012,"lang":"en","type":"review","venue":"Sensors","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"COM DEV International; University of Guelph; Canadian Space Agency","funders":"Canadian Space Agency","keywords":"Agriculture; Ion; Environmental science; Nutrient management; Space (punctuation); Computer science; Systems engineering; Remote sensing; Engineering; Chemistry; Ecology; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008585287,0.0006935929,0.001129992,0.001214059,0.0002844485,0.001014184,0.00091686,0.001632536,0.001052831],"category_scores_gemma":[0.000620671,0.0004230705,0.0004712923,0.001673219,0.0006827058,0.002344808,0.0005945312,0.001451427,0.001595814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006904194,"about_ca_system_score_gemma":0.0008722013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009482851,"about_ca_topic_score_gemma":0.001185679,"domain_scores_codex":[0.9996023,0.00005062129,0.00003883068,0.00007307487,0.0002029561,0.00003233863],"domain_scores_gemma":[0.9995804,0.0001804468,0.0000620863,0.00001931682,0.0001359552,0.00002175895],"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":[0.00005167863,0.0001043967,0.0002326715,0.01196526,0.00004924827,0.000234589,0.0001171393,0.001128653,0.0215396,0.007338136,0.007781033,0.9494575],"study_design_scores_gemma":[0.00001179122,0.0003526764,0.0009492792,0.001533345,0.00008478251,0.001887764,0.0001653524,0.0007810036,0.01681334,0.00369702,0.9736713,0.00005250158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000721589,0.9945938,0.001908241,0.0003015941,0.0001489547,0.000008059425,0.000009488121,0.00001782518,0.002290488],"genre_scores_gemma":[0.004589595,0.9902395,0.002302833,0.0003239462,0.0001997877,0.00001676705,0.00002383222,0.000005596071,0.002298156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001632536,"threshold_uncertainty_score":0.005009353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02660395091001539,"score_gpt":0.2499176683119303,"score_spread":0.2233137174019149,"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."}}