{"id":"W4232190638","doi":"10.1007/978-3-030-78431-7_4","title":"Soil Sensing","year":2021,"lang":"en","type":"book-chapter","venue":"Progress in precision agriculture","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; McGill University","funders":"","keywords":"New guinea; Remote sensing; Environmental science; Precision agriculture; Agriculture; Field (mathematics); Soil science; Agricultural engineering; Geography; Engineering; Mathematics; Archaeology; History","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":[0.0001710217,0.0003242585,0.0003305081,0.00004238561,0.00008723548,0.00009802407,0.0002210828,0.0004246689,0.002428106],"category_scores_gemma":[0.00004218651,0.0002363427,0.0001057144,0.00009234009,0.0001142071,0.00006775068,0.0005386196,0.000544829,0.0004758331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738478,"about_ca_system_score_gemma":0.0000116246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002188156,"about_ca_topic_score_gemma":0.000254018,"domain_scores_codex":[0.9981546,0.00002494794,0.0003481791,0.0006200777,0.0005740187,0.0002781108],"domain_scores_gemma":[0.9993001,0.0000761542,0.0001870383,0.0003025859,0.00003154157,0.0001025974],"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":[0.00001254387,0.00004296476,0.001305206,0.00003790534,0.00002720337,0.0006049295,0.0002951439,0.0001512708,0.00007980659,0.007140654,0.05685632,0.933446],"study_design_scores_gemma":[0.0002593898,0.00002770343,0.004266371,0.0008609796,0.0000337336,0.00007790898,0.00004077163,0.0003556019,0.0001123475,0.01150868,0.9818258,0.0006307184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005815692,0.004027173,0.0001882283,0.0002386944,0.0006297281,0.0003988832,0.0000322618,0.00007058411,0.9938329],"genre_scores_gemma":[0.01059572,0.001242771,0.01611969,0.0003368834,0.0003926299,0.00001983086,0.0003611245,0.0000870974,0.9708443],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9328153,"threshold_uncertainty_score":0.9984838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216119159632744,"score_gpt":0.233480178298104,"score_spread":0.2213189867017765,"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."}}