{"id":"W4394133615","doi":"10.6084/m9.figshare.23982693","title":"Soil Science","year":2023,"lang":"en","type":"dataset","venue":"Figshare","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001479555,0.0001605719,0.0001739243,0.0000808964,0.0002369569,0.00009907555,0.001031123,0.0001326089,0.6833806],"category_scores_gemma":[0.001484261,0.0001323353,0.0001076126,0.001090557,0.00007654873,0.0001392008,0.0009587404,0.0002236202,0.504703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448208,"about_ca_system_score_gemma":0.00005557571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911197,"about_ca_topic_score_gemma":0.00305192,"domain_scores_codex":[0.9982881,0.00001908662,0.0001458318,0.0005186707,0.0006778474,0.0003504445],"domain_scores_gemma":[0.9990205,0.00008731996,0.00006930037,0.0006698743,0.00001224597,0.0001407295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[5.741481e-7,0.00001365848,0.00001868284,0.00003261354,0.000004105507,0.00001423971,0.000005179591,0.00007755484,7.443339e-7,1.869533e-8,0.9993151,0.0005174592],"study_design_scores_gemma":[0.00002947891,0.000008788031,0.00245379,0.0001122977,0.00001318722,0.000001421885,0.000006915416,0.00008349562,0.00000789443,0.00002013853,0.9970776,0.0001849394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001169313,0.00001219162,5.431477e-9,0.00004011067,0.00007679209,0.00006532979,0.9980489,0.00005757676,0.001687377],"genre_scores_gemma":[0.000009235207,0.000005317097,0.000001917322,0.0001710221,0.00007943629,0.00008254701,0.9982683,0.000008355083,0.001373853],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1786776,"threshold_uncertainty_score":0.5396479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914740799152396,"score_gpt":0.2584949094109305,"score_spread":0.2293475014194065,"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."}}