{"id":"W3194310144","doi":"10.3389/frym.2021.604096","title":"Who Feeds The Plants? Microbes!","year":2021,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Plant Parasitism and Resistance","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Agriculture; Nutrient; Sustainable agriculture; Soil nutrients; Soil bacteria; Environmental science; Green food; Agronomy; Biotechnology; Biology; Bacteria; Agroforestry; Ecology","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":[0.0001036032,0.00009574899,0.0001328385,0.000004369505,0.0003282159,0.00007607531,0.0002273026,0.0000758723,0.00006357658],"category_scores_gemma":[0.00001649076,0.00003028971,0.0001050319,0.0001153045,0.00005431195,0.00005575638,0.00002807918,0.00006781519,0.00001508048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001387615,"about_ca_system_score_gemma":0.00001057563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000027334,"about_ca_topic_score_gemma":0.0004827917,"domain_scores_codex":[0.9992923,0.00002857923,0.000110468,0.0002019058,0.000104227,0.0002625585],"domain_scores_gemma":[0.9997562,0.00006164113,0.0000421301,0.00005725527,0.00003342467,0.00004937067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006331014,0.00004344315,0.01665377,0.000008083754,0.00005052186,0.0000324333,0.0001576791,0.000001407652,0.1596693,0.0002773416,0.7984655,0.02457711],"study_design_scores_gemma":[0.0001756239,0.00004759735,0.1272705,0.00002401757,0.00002140467,0.00007547823,0.0008453652,0.00005533721,0.02035538,0.0004604541,0.8504825,0.0001862957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836538,0.004557959,0.0002848399,0.003271541,0.001352848,0.0001981313,0.0007917444,0.00003639663,0.005852673],"genre_scores_gemma":[0.9275814,0.0003983076,0.0009099579,0.0007413368,0.0007403611,0.00004606419,0.00068329,0.000002082577,0.06889721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.139314,"threshold_uncertainty_score":0.2524405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009197073614661364,"score_gpt":0.1952702370815409,"score_spread":0.1860731634668795,"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."}}