{"id":"W4225830766","doi":"10.1590/s1678-3921.pab2022.v57.01453","title":"Distribution of agromineral resources in space and time – a global geological perspective","year":2022,"lang":"en","type":"article","venue":"Pesquisa Agropecuária Brasileira","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Geology; Geochemistry; Sedimentary rock; Igneous rock; Earth science; Metamorphic rock; Glauconite; Schist","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003835612,0.0001609087,0.0003090601,0.00005443722,0.0001859032,0.0000506802,0.000223447,0.00005050327,0.002113279],"category_scores_gemma":[0.0002013809,0.0001441957,0.0000721188,0.0003429586,0.0001934332,0.0001428862,0.0003805624,0.0001836128,0.00004499887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003315113,"about_ca_system_score_gemma":0.00003548587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003972646,"about_ca_topic_score_gemma":0.0001688336,"domain_scores_codex":[0.9984117,0.0002791659,0.0003192909,0.0004133359,0.0002843811,0.0002920987],"domain_scores_gemma":[0.9993816,0.0001182026,0.0001433233,0.0001956269,0.00008070083,0.00008055964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0012437,0.00121195,0.1112184,0.00003519744,0.00004403252,0.0001679606,0.006234825,0.002832048,0.7026653,0.1625839,0.01156746,0.0001952499],"study_design_scores_gemma":[0.001826387,0.0009677276,0.9736354,0.00004061365,0.00005039297,0.0003180218,0.005442686,0.002963988,0.003288641,0.005581651,0.005288871,0.0005955744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910024,0.0002037249,0.0000232041,0.0006880625,0.0001941984,0.0001878939,0.0003997896,0.0000464128,0.007254296],"genre_scores_gemma":[0.9989748,0.000004783768,0.0001263566,0.00006234532,0.00009603858,0.00004365156,0.00004226112,0.000007783258,0.0006419536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.862417,"threshold_uncertainty_score":0.9987989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279840869579624,"score_gpt":0.2628878432075523,"score_spread":0.2500894345117561,"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."}}