{"id":"W3110715471","doi":"","title":"The impact of climate change on tri-trophic interactions and crop production","year":2020,"lang":"en","type":"article","venue":"","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Brevicoryne brassicae; Agronomy; Population; Agroecosystem; Environmental science; Biology; PEST analysis; Ecology; Agriculture; Aphididae; Botany","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":[],"consensus_categories":[],"category_scores_codex":[0.00003559527,0.00004404689,0.00005649853,0.000003060142,0.0001682945,0.00002771616,0.00003597697,0.000006783163,0.00007709351],"category_scores_gemma":[0.00001777898,0.00001071376,0.00003152548,0.0001234313,0.00002305034,0.00006929601,0.00003902325,0.00002514102,0.00001037063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002750189,"about_ca_system_score_gemma":3.040192e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002287336,"about_ca_topic_score_gemma":0.00002315592,"domain_scores_codex":[0.9997136,0.00001557377,0.00007526182,0.0000851185,0.00004659013,0.00006387113],"domain_scores_gemma":[0.999867,0.0000295698,0.00004629212,0.00001557536,0.00002309758,0.00001851144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004969642,0.0001801507,0.04774279,0.00003729106,0.0001339788,0.000001225723,0.00118405,0.000008295442,0.45541,0.004920851,0.006211684,0.4836727],"study_design_scores_gemma":[0.00007888285,0.0005623461,0.9854338,0.00001524363,0.00001271967,9.224574e-7,0.0008743057,0.0002039665,0.001997011,0.00009595114,0.01062783,0.00009699927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821689,0.00002772691,3.143336e-7,0.01612923,0.00004521752,0.0001282722,0.000005312922,0.00002322676,0.001471757],"genre_scores_gemma":[0.9986861,0.0008340685,0.000001411537,0.0001474732,0.0001731613,0.00001110929,0.000004869985,2.369288e-7,0.0001415808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.937691,"threshold_uncertainty_score":0.1294402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07199929287412686,"score_gpt":0.2789099862317465,"score_spread":0.2069106933576196,"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."}}