{"id":"W2997651776","doi":"10.1111/sum.12571","title":"Bio‐mediated soil improvement: The way forward","year":2020,"lang":"en","type":"article","venue":"Soil Use and Management","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Science Foundation of Jiangsu Province; Indo-US Science and Technology Forum","keywords":"Environmental science; Cementation (geology); Carbon footprint; Soil science; Environmental resource management; Earth science; Ecology; Geology; Materials science","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":[0.0001099123,0.00009278054,0.00007248301,0.0000116321,0.0001569886,0.00009984099,0.0001734436,0.00002272238,0.0008900302],"category_scores_gemma":[0.000009330944,0.00006672366,0.00002352104,0.0001430566,0.0001265627,0.0001238554,0.0004343575,0.00003815124,0.0007609725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002695651,"about_ca_system_score_gemma":0.000001434457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357434,"about_ca_topic_score_gemma":0.00004983935,"domain_scores_codex":[0.9993095,0.00001780109,0.0001530447,0.0002494993,0.0001215131,0.0001486324],"domain_scores_gemma":[0.9996526,0.00001542765,0.00005374141,0.0002109478,0.000003734918,0.00006358205],"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":[0.00009788696,0.0001598812,0.01110403,0.0002424836,0.0003074866,0.00001716216,0.001738909,0.0009028477,0.3658874,0.01874216,0.3109887,0.289811],"study_design_scores_gemma":[0.0005913359,0.00005802258,0.01030563,0.000008119892,0.00007127517,0.00000227844,0.000318181,0.0005462129,0.02185479,0.001242537,0.9647437,0.000257861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807408,0.00001714835,0.001588286,0.008037053,0.0001686237,0.0007140828,0.00002306396,0.000101676,0.008609309],"genre_scores_gemma":[0.9915455,0.0004986565,0.000887485,0.006055401,0.0000630005,0.0001117385,0.00001539512,0.00001331726,0.0008095136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.653755,"threshold_uncertainty_score":0.9781016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279435187469411,"score_gpt":0.1992550860271751,"score_spread":0.186460734152481,"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."}}