{"id":"W7130401521","doi":"10.5281/zenodo.18683699","title":"D7.2. MANAGEMENT PRACTICES GUIDELINES MANUAL","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"European Commission","keywords":"Agriculture; Cropping; Work (physics); Agricultural productivity; Resilience (materials science); Ecosystem services; Greenhouse gas; Soil management; Crop yield","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":[0.01273565,0.001516187,0.0009382028,0.005050741,0.001565511,0.004770015,0.003906704,0.00402253,0.1554345],"category_scores_gemma":[0.02351554,0.001488283,0.001180263,0.00279274,0.0009022119,0.003349748,0.002868287,0.003226132,0.1449386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005060877,"about_ca_system_score_gemma":0.01047263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02234489,"about_ca_topic_score_gemma":0.02187932,"domain_scores_codex":[0.9886271,0.002211538,0.001132604,0.0007064863,0.00654928,0.000773027],"domain_scores_gemma":[0.9774898,0.004434869,0.001393445,0.001894802,0.01417481,0.0006123087],"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":[0.0001465798,0.0005734835,0.001144287,0.001613824,0.00001219919,0.0002783629,0.001343955,0.002911972,0.007143638,0.01574887,0.7080909,0.2609919],"study_design_scores_gemma":[0.00002113004,0.00007344443,0.001293034,0.0005124941,0.00000494439,0.00007653242,0.0002387617,0.0003321983,0.001053801,0.002872799,0.9934825,0.00003837034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007151469,0.002359899,0.1655104,0.0112336,0.001740859,0.01457619,0.07243122,0.02823881,0.6967576],"genre_scores_gemma":[0.02131403,0.003527152,0.2226664,0.006519484,0.000497396,0.02331971,0.07675271,0.008451222,0.6369519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1554345,"threshold_uncertainty_score":0.5199801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03810012791941588,"score_gpt":0.2995833334864055,"score_spread":0.2614832055669897,"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."}}