{"id":"W4312098979","doi":"10.1002/crso.20245","title":"4R Research With Impact","year":2022,"lang":"en","type":"article","venue":"Crops & Soils","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Plant Biotechnology Institute","funders":"","keywords":"Reading (process); Research center; Center (category theory); Business; Launched; Finance; Political science; Engineering","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":[0.0005238148,0.00008362482,0.00009857536,0.0000150138,0.0006183279,0.00006855562,0.000283352,0.00002716974,0.001778898],"category_scores_gemma":[0.00002195506,0.0000265457,0.00006890939,0.0006761285,0.00009201466,0.00004369728,0.0001715827,0.0003043686,0.00005102194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009097394,"about_ca_system_score_gemma":0.00002800617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388133,"about_ca_topic_score_gemma":0.0007889522,"domain_scores_codex":[0.9986813,0.0001753464,0.00008470521,0.0002167883,0.0004679682,0.0003738972],"domain_scores_gemma":[0.9995852,0.0001351945,0.00002575441,0.0000704124,0.00007448713,0.0001089275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001168598,0.0009482575,0.474122,0.00001598056,0.0001641909,0.0004221095,0.001574353,0.0007190532,0.2761626,0.003255571,0.02460972,0.2168376],"study_design_scores_gemma":[0.0004942834,0.003525505,0.9424171,0.000009677878,0.00001715473,0.0001791953,0.004128085,0.002220775,0.002364502,0.002817653,0.04129133,0.0005347545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992761,0.0001391474,1.960767e-7,0.0005157076,0.0000510126,0.0001134055,0.00003849751,0.00005767861,0.006323381],"genre_scores_gemma":[0.9985769,0.000006637924,0.00001461489,0.0001520358,0.0001179271,0.00004071699,0.00003991856,0.000001156866,0.00105009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4682951,"threshold_uncertainty_score":0.9991336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0571262192643276,"score_gpt":0.3082661634808243,"score_spread":0.2511399442164967,"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."}}