{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02658057,0.001400539,0.001084823,0.007514642,0.001963089,0.009753696,0.002200268,0.003273017,0.2288817],"category_scores_gemma":[0.06354742,0.000602378,0.001604719,0.007234222,0.003647657,0.00819021,0.01022232,0.0052218,0.07179746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005152435,"about_ca_system_score_gemma":0.01587137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002585377,"about_ca_topic_score_gemma":0.003453697,"domain_scores_codex":[0.9779752,0.007906311,0.001738491,0.001984716,0.009177466,0.001217796],"domain_scores_gemma":[0.9465593,0.01664254,0.002637049,0.009704928,0.01785711,0.00659918],"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":[0.00009290402,0.0001023206,0.0008472809,0.002404,0.00004914039,0.0001307715,0.000645002,0.0002447369,0.0005590255,0.1238187,0.5775259,0.2935803],"study_design_scores_gemma":[0.00002247515,0.00005182837,0.0004561421,0.002069702,0.0000268618,0.00007718524,0.00021747,0.00005543287,0.0003073643,0.02031634,0.9763861,0.00001320022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001461714,0.03121178,0.01664486,0.09738211,0.02467605,0.000851198,0.007537267,0.003446836,0.8167883],"genre_scores_gemma":[0.08725524,0.1155096,0.0911276,0.06917515,0.03469746,0.003218958,0.01470356,0.007871495,0.576441],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2288817,"threshold_uncertainty_score":0.7656854,"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."}}