{"id":"W4295095571","doi":"10.3390/applbiosci1020013","title":"Bioencapsulation of Microbial Inoculants: Mechanisms, Formulation Types and Application Techniques","year":2022,"lang":"en","type":"article","venue":"Applied Biosciences","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Microbial inoculant; Agrochemical; Biochemical engineering; Biotechnology; Beneficial organism; Environmentally friendly; Agriculture; Microorganism; Environmental science; Biology; Bacteria; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005344743,0.0007414826,0.0005206366,0.0007704848,0.0001448647,0.0006011322,0.0003434244,0.0004573491,0.0003486358],"category_scores_gemma":[0.0003796152,0.000315338,0.0005251409,0.0005356353,0.0002804898,0.0007027579,0.0003599428,0.0007952258,0.0002200935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004122389,"about_ca_system_score_gemma":0.000288459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000314153,"about_ca_topic_score_gemma":0.0004962783,"domain_scores_codex":[0.9996533,0.00005458457,0.00004349861,0.00007106079,0.000135246,0.00004230727],"domain_scores_gemma":[0.99983,0.00005322513,0.0000665568,0.00001024749,0.00002697799,0.00001307308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009380958,0.00007853474,0.0003579849,0.004647289,0.00007897321,0.0002642438,0.0001061727,0.0007592115,0.9033746,0.001446369,0.000270415,0.08852253],"study_design_scores_gemma":[0.00001244583,0.000599999,0.00234075,0.0004147088,0.0001545932,0.001054701,0.00006126799,0.001293372,0.9488197,0.0003021574,0.04491374,0.00003258371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3439352,0.5819927,0.0621681,0.0006753792,0.0004162212,0.0004289399,0.0003684166,0.0002436344,0.009771402],"genre_scores_gemma":[0.5281196,0.4089608,0.05615943,0.0003466755,0.0001915647,0.0003619775,0.0003094838,0.00007142049,0.005478982],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0007704848,"threshold_uncertainty_score":0.002991021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033288736912174,"score_gpt":0.2115811591629546,"score_spread":0.2012482717938329,"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."}}