{"id":"W4412938189","doi":"10.1007/978-3-031-91883-4_5","title":"Innovative Soil Health Practices for Better Water Management","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Soil Management and Crop Yield","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Environmental science; Soil health; Environmental planning; Business; Water resource management; Soil science; Soil water; Soil organic matter","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":[0.0003169055,0.0004219881,0.00017185,0.0003267179,0.0002604321,0.001333077,0.0007126945,0.0009221454,0.02086482],"category_scores_gemma":[0.000237999,0.0001034401,0.0001920645,0.0004617462,0.0005901651,0.001378608,0.0005965559,0.0009779438,0.004104533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007197137,"about_ca_system_score_gemma":0.0007182481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150472,"about_ca_topic_score_gemma":0.004962652,"domain_scores_codex":[0.9998842,0.00002377294,0.000003893222,0.00001932925,0.00005978078,0.000008872275],"domain_scores_gemma":[0.9999423,0.00001969232,0.000007336017,0.000008092077,0.00001581602,0.000006614167],"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":[0.00002015998,0.0001960059,0.0002130601,0.0006134215,0.00000943767,0.00009310108,0.0004055483,0.001688713,0.01049952,0.186516,0.1141177,0.6856274],"study_design_scores_gemma":[0.000005957455,0.0000476052,0.0007916552,0.0002990733,0.000008100801,0.000143332,0.0001746578,0.0007388325,0.002768298,0.04487508,0.9501399,0.000007497964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006343883,0.05400409,0.05060598,0.01161984,0.002302999,0.0001520712,0.0002072709,0.0004434676,0.8743204],"genre_scores_gemma":[0.0472717,0.04657552,0.04744073,0.004686043,0.001004788,0.0001075652,0.0002253433,0.0001662492,0.852522],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02086482,"threshold_uncertainty_score":0.06979978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04468734952833808,"score_gpt":0.269322274809194,"score_spread":0.2246349252808559,"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."}}