{"id":"W4396546353","doi":"10.4018/979-8-3693-1890-4.ch017","title":"Nano-Omics-Based Abiotic and Biotic Stresses Management","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in environmental engineering and green technologies book series","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Abiotic component; Multidisciplinary approach; Resilience (materials science); Engineering; Risk analysis (engineering); Crop productivity; Food security; Biotic stress; Agriculture; Computer science; Environmental resource management; Abiotic stress; Environmental science; Ecology; Business; Biology; Materials science; Political science","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":[0.00030457,0.0006462202,0.000642267,0.0008359437,0.0003857351,0.002341731,0.0005471723,0.0009581393,0.006738521],"category_scores_gemma":[0.0001897192,0.0002859301,0.0005297743,0.0009193193,0.0005071805,0.001746881,0.0008904749,0.001197234,0.004425637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007136375,"about_ca_system_score_gemma":0.0005601077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007927484,"about_ca_topic_score_gemma":0.002344162,"domain_scores_codex":[0.999874,0.00001059764,0.000005073368,0.0000368145,0.0000622732,0.00001127268],"domain_scores_gemma":[0.9999365,0.00002420884,0.000005387683,0.00000651883,0.00001977352,0.000007704301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008500749,0.00007845191,0.0007819984,0.002880511,0.00008291556,0.000341331,0.0003765467,0.003020098,0.2713355,0.07737975,0.06783855,0.5757993],"study_design_scores_gemma":[0.000004205003,0.0000334086,0.0007960615,0.0003912807,0.00003169921,0.0003711943,0.0001590416,0.001757549,0.0342646,0.02597998,0.9361869,0.00002413907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01864613,0.3887121,0.1841816,0.01285015,0.005816288,0.000330798,0.007117093,0.002628815,0.3797171],"genre_scores_gemma":[0.06422022,0.3924985,0.2040766,0.0094534,0.001479589,0.0003970407,0.007284094,0.0008043172,0.3197863],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006738521,"threshold_uncertainty_score":0.0225426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003640886334367379,"score_gpt":0.1776756178686445,"score_spread":0.1740347315342771,"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."}}