{"id":"W4391044912","doi":"10.1101/2024.01.17.576069","title":"Genetic architecture of heritable leaf microbes","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Genetic architecture; Biology; Architecture; Genetics; Evolutionary biology; Computational biology; Geography; Gene; Phenotype","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":[0.0004238104,0.0002250317,0.0002346686,0.001004554,0.0002541586,0.0003844132,0.0002690509,0.0002921478,0.001105377],"category_scores_gemma":[0.0005515936,0.0002302576,0.0002745227,0.0004337475,0.0002924281,0.0001506408,0.0006145302,0.0005317202,0.0001169764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000630102,"about_ca_system_score_gemma":0.0002148265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163736,"about_ca_topic_score_gemma":0.002185867,"domain_scores_codex":[0.9996065,0.00007953226,0.00002945889,0.0001676176,0.00007318229,0.00004374242],"domain_scores_gemma":[0.999012,0.0003326437,0.0002846313,0.0001294693,0.0001287141,0.000112542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001885888,0.0000536393,0.02794609,0.00003574341,0.00006125946,0.00007442053,0.0001414151,0.0004422686,0.9661331,0.0004433704,0.00003401182,0.004446125],"study_design_scores_gemma":[0.00002552943,0.0002220676,0.939366,0.00001451476,0.00006502938,0.0002726695,0.0001845848,0.005411263,0.05270218,0.0004897222,0.001213962,0.00003253272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996964,0.00007411314,0.002164573,0.0000181555,0.000003310143,0.00001267993,0.0003335911,0.00003486494,0.0003946855],"genre_scores_gemma":[0.9981059,0.00002164324,0.001233513,0.00001882617,0.000002917111,0.00001533269,0.0002445073,0.00002096681,0.0003363883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001163736,"threshold_uncertainty_score":0.004571676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200273149872032,"score_gpt":0.1969999330424568,"score_spread":0.1849972015437365,"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."}}