{"id":"W3129769490","doi":"10.3389/fmicb.2021.634807","title":"Microbial Derived Compounds, a Step Toward Enhancing Microbial Inoculants Technology for Sustainable Agriculture","year":2021,"lang":"en","type":"review","venue":"Frontiers in Microbiology","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microbial inoculant; Agriculture; Biotechnology; Biochemical engineering; Sustainable agriculture; Plant growth; Computer science; Biology; Engineering; Ecology; Agronomy","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":[0.0004995696,0.0007960325,0.000975719,0.002375189,0.0002667946,0.001090372,0.0006252385,0.00119041,0.003157296],"category_scores_gemma":[0.0005946825,0.000314414,0.0006186126,0.001741168,0.0003965189,0.001562552,0.0005944967,0.001968944,0.001705276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006475751,"about_ca_system_score_gemma":0.001128156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007770508,"about_ca_topic_score_gemma":0.001398158,"domain_scores_codex":[0.9997546,0.00003978375,0.00002815471,0.00004085464,0.0001062768,0.00003035147],"domain_scores_gemma":[0.9997014,0.0001522,0.00003763373,0.00001123366,0.00007525457,0.00002221269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009037473,0.000137708,0.0002119786,0.04144999,0.0001102243,0.0003323193,0.0001095495,0.0006437958,0.02226977,0.01217717,0.01936753,0.9030995],"study_design_scores_gemma":[0.000008667314,0.0001193157,0.0005372735,0.002627809,0.0000772916,0.0005432641,0.00005073264,0.00009441073,0.003899475,0.001859664,0.9901657,0.00001643713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003409755,0.9967527,0.000476135,0.0002962567,0.0002944256,0.000009527959,0.00003384646,0.00001391589,0.001782227],"genre_scores_gemma":[0.001901344,0.9960397,0.0007323563,0.0001806166,0.0001320461,0.00001090206,0.00004699146,0.000003282484,0.0009526105],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003157296,"threshold_uncertainty_score":0.01056218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177172515756536,"score_gpt":0.2479966896470378,"score_spread":0.2302794380713842,"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."}}