{"id":"W6973809319","doi":"10.57935/agr.26966176","title":"In recognition of Mike Hedley: fate of fertiliser in soil and mobilisation of recalcitrant nutrients","year":2024,"lang":"en","type":"article","venue":"AgResearch","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lime; Agriculture; Phosphorus; Nutrient; Fertilizer; Research centre","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005415466,0.0000504194,0.0001127791,0.0001527569,0.000007185271,0.000004993466,0.00007805307,0.00004648842,0.00008578052],"category_scores_gemma":[0.00003825951,0.00004278031,0.00002185326,0.0004887196,0.0001791162,0.0001725673,0.00007811607,0.00009406249,0.00001162892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004498251,"about_ca_system_score_gemma":0.000009898341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001915315,"about_ca_topic_score_gemma":0.0002085459,"domain_scores_codex":[0.9990912,0.00007303493,0.0002491882,0.000165667,0.0002823056,0.0001385974],"domain_scores_gemma":[0.9997564,0.00008704013,0.00002588381,0.00008949874,0.00001281648,0.00002836347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001996209,0.0002466968,0.9537821,0.0003195141,0.000005649661,0.000009439596,0.00250551,0.0001896665,0.01766985,0.00002547372,0.00004639604,0.0250001],"study_design_scores_gemma":[0.00114466,0.0002989585,0.8129278,0.0005202331,0.000006583663,0.000002490004,0.0004333936,0.03158692,0.1181683,0.03467543,0.0001008926,0.0001343385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990037,0.0001032259,0.00001148857,0.0001126068,0.00003509743,0.0001661144,0.00001745763,0.000003124108,0.0005471965],"genre_scores_gemma":[0.9995457,0.0002431801,0.00006478401,0.000004608094,0.000003588351,0.00001070799,0.00000967801,0.000005015966,0.0001127173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408543,"threshold_uncertainty_score":0.2895397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0264837606408831,"score_gpt":0.2816192902930638,"score_spread":0.2551355296521807,"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."}}