{"id":"W6910345358","doi":"10.4231/2kq5-kr50","title":"Agronomic responses of soybean to long-term implementation of tillage and crop rotation systems in Indiana from 1975 to 2022","year":2023,"lang":"en","type":"dataset","venue":"Purdue University Research Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seedbed; Tillage; Loam; Plough; Chisel; Strip-till; Mulch-till; Crop rotation; Crop residue; Soil water","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00218839,0.0002857232,0.0006357763,0.005167019,0.0002567262,0.00009954952,0.0009007554,0.0002726632,0.0000303129],"category_scores_gemma":[0.0002918093,0.0003756119,0.00008662866,0.001827752,0.0002449995,0.0002987341,0.001096598,0.0005784092,0.0004523456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756642,"about_ca_system_score_gemma":0.000947348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2099122,"about_ca_topic_score_gemma":0.04775708,"domain_scores_codex":[0.9944564,0.002163266,0.000626239,0.0008635038,0.001294347,0.0005962618],"domain_scores_gemma":[0.9968667,0.0008302876,0.0004406891,0.0009502411,0.0005208907,0.0003911688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002874069,0.0001289953,0.0298805,0.000886216,0.0002446706,0.001050874,0.001466998,0.00007836711,0.06046578,0.000009580212,0.9027012,0.0002127438],"study_design_scores_gemma":[0.002134158,0.001122559,0.9386055,0.001348865,0.0001457224,0.00001374643,0.0133682,0.00002303835,0.008224489,0.000004078793,0.03433653,0.0006731508],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.5211525,0.00008946723,0.000001295082,0.00001455407,0.0001292451,0.00123754,0.4773422,0.00001690877,0.00001624749],"genre_scores_gemma":[0.2555572,0.0001641226,0.00004352463,0.000005137468,0.0001919728,0.00003393547,0.7422481,0.0001078492,0.001648237],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.908725,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04085415087332524,"score_gpt":0.3437666848186398,"score_spread":0.3029125339453145,"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."}}