{"id":"W4407240738","doi":"10.17180/qnpx-x742","title":"Préserver la qualité des sols : vers un référentiel d’indicateurs. Rapport d’étude","year":2025,"lang":"fr","type":"report","venue":"Toulouse Capitole Publications (University Toulouse 1 Capitole)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Physics","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":[0.009225025,0.001338661,0.0009460688,0.004462978,0.001562203,0.005018623,0.001464286,0.00174961,0.01282616],"category_scores_gemma":[0.01406459,0.0005545536,0.001388995,0.004510681,0.001718732,0.003072339,0.001521038,0.001478469,0.003439499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00367737,"about_ca_system_score_gemma":0.001808452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02180226,"about_ca_topic_score_gemma":0.01351613,"domain_scores_codex":[0.9938825,0.001726611,0.0002760445,0.001099408,0.00276586,0.0002495134],"domain_scores_gemma":[0.984852,0.005996333,0.001574619,0.001706829,0.005539385,0.0003308284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002958182,0.0009182278,0.05474787,0.002813483,0.0005619264,0.000588548,0.01294536,0.005787333,0.08215895,0.01446135,0.0242805,0.7977782],"study_design_scores_gemma":[0.0003121784,0.004933632,0.2002468,0.002357635,0.000769234,0.001592171,0.01715438,0.01523964,0.2110197,0.01128086,0.5346358,0.0004578143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.669044,0.04147244,0.1520418,0.005875056,0.003948767,0.0009010584,0.01279736,0.003547939,0.1103717],"genre_scores_gemma":[0.8288787,0.009512543,0.07189508,0.0006177516,0.0005709687,0.0007411217,0.0050776,0.0008637257,0.08184245],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02180226,"threshold_uncertainty_score":0.04878718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03690757449529745,"score_gpt":0.247590886427676,"score_spread":0.2106833119323785,"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."}}