{"id":"W4416588981","doi":"10.1016/j.grets.2025.100316","title":"The role of microbial inoculum in improving composting performance and promoting compost maturation: A review","year":2025,"lang":"en","type":"article","venue":"Green Technologies and Sustainability","topic":"Composting and Vermicomposting Techniques","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Newfoundland and Labrador; Department of Agriculture, Forestry and Fisheries; Mitacs; Department of Fisheries and Aquaculture, Government of Newfoundland and Labrador","keywords":"Compost; Microbial inoculant; Organic matter; Microbial population biology; Biodegradable waste; Microplastics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068604,0.0001234766,0.0002320905,0.00002365986,0.0004007206,0.00004672153,0.0002634359,0.00009020406,4.677637e-7],"category_scores_gemma":[0.0006783559,0.00005088602,0.00003044754,0.0004025452,0.0003167921,0.00007480081,0.0005702969,0.0002304872,3.567593e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004851754,"about_ca_system_score_gemma":0.00002027988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285606,"about_ca_topic_score_gemma":0.0004643383,"domain_scores_codex":[0.9990093,0.00006927914,0.0003545717,0.0002644062,0.00006779789,0.0002346379],"domain_scores_gemma":[0.9991917,0.0003820503,0.0001375343,0.0001145442,0.0001612528,0.00001293144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002998618,0.00001979381,0.1614922,0.000846283,0.000002617782,5.819635e-7,0.00003437326,1.073778e-7,0.01757906,0.0002904081,0.000008865257,0.8196958],"study_design_scores_gemma":[0.0004689388,0.0009006954,0.8768039,0.006026166,0.00005366324,0.00006364052,0.01945607,0.01151959,0.03667082,0.03771031,0.009591294,0.0007349004],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983489,0.00892679,0.000002560194,0.006650997,0.00001327581,0.0005681314,0.000003517968,0.0002469936,0.00009876415],"genre_scores_gemma":[0.9984695,0.001216549,0.0002363054,0.000030977,0.000006540057,0.00002475084,0.000003518791,6.362916e-7,0.00001116161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8189608,"threshold_uncertainty_score":0.3082059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004306347533976677,"score_gpt":0.2127787095244424,"score_spread":0.2084723619904658,"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."}}