{"id":"W4210258960","doi":"10.1371/journal.pone.0263273","title":"Phenomic analysis of the honey bee pathogen-web and its dynamics on colony productivity, health and social immunity behaviors","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Manitoba; University of Lethbridge; York University; University of British Columbia; Agriculture and Agri-Food Canada","funders":"Ministry of Colleges and Universities; University of British Columbia; Ministry of Agriculture, Food and Rural Affairs; York University; Genome Prairie; Genome British Columbia; Génome Québec; Ontario Genomics; Genome Canada; Ontario Ministry of Agriculture, Food and Rural Affairs; Genome Alberta; Alberta Crop Industry Development Fund","keywords":"Biology; Productivity; Immunity; Ecology; Zoology; Immunology; Immune system; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002144119,0.0002293107,0.0002374726,0.0007715664,0.0004471136,0.0005458655,0.0002448378,0.0001446344,0.0006470602],"category_scores_gemma":[0.0004564795,0.0001037251,0.0002185273,0.0008096433,0.0002556562,0.000140128,0.0003927489,0.0002688515,0.0001001171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110559,"about_ca_system_score_gemma":0.0009158009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.231888,"about_ca_topic_score_gemma":0.4716023,"domain_scores_codex":[0.9998168,0.0000172095,0.000005798844,0.00005110919,0.00005735378,0.00005166965],"domain_scores_gemma":[0.9995537,0.00003840594,0.0001243205,0.00003044149,0.0001633748,0.00008976455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001381642,0.00003504125,0.9462522,0.00003442592,0.0001177248,0.0001103819,0.0004749956,0.0002359924,0.0432508,0.0001000144,0.0004212941,0.00882885],"study_design_scores_gemma":[2.204127e-7,0.000005126316,0.9996153,7.285641e-7,0.000004696023,0.000009365628,0.0000607941,0.00009842423,0.0001239724,0.000003704854,0.00007646056,0.000001094479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982596,0.0001282109,0.0001610343,0.00001844496,0.000001090514,0.000009917843,0.0008936251,0.000006187699,0.0005218201],"genre_scores_gemma":[0.9978088,0.00009845909,0.0004005319,0.00001919651,0.000001298087,0.00001425183,0.001082078,0.00000510324,0.0005704002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.231888,"threshold_uncertainty_score":0.4610764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06676222413949921,"score_gpt":0.2608757903741619,"score_spread":0.1941135662346627,"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."}}