{"id":"W4415760819","doi":"10.1016/j.soilad.2025.100088","title":"Decolonizing and re-rooting soil science: Towards equitable global collaboration and local empowerment, case of Morocco","year":2025,"lang":"en","type":"article","venue":"Soil Advances","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Work (physics); Position (finance); Data sharing; Agriculture; Agroecology; Traditional knowledge; Globalization","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003702471,0.0003301149,0.0002430045,0.000730691,0.01390624,0.003980852,0.0008090539,0.001682874,0.005179772],"category_scores_gemma":[0.003465485,0.0001696854,0.000240497,0.0007451784,0.006590271,0.002386592,0.007153842,0.001509682,0.0002807102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009872787,"about_ca_system_score_gemma":0.008525589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04612727,"about_ca_topic_score_gemma":0.07902465,"domain_scores_codex":[0.9966698,0.001733694,0.00005228517,0.0001684819,0.0001516925,0.001224017],"domain_scores_gemma":[0.9977362,0.001021841,0.0002489885,0.0001401059,0.0001959598,0.0006569336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000226311,0.0002096088,0.0516963,0.0006974196,0.00004705515,0.0511945,0.5718566,0.001068314,0.003938216,0.2436458,0.01594862,0.05947125],"study_design_scores_gemma":[0.0000486007,0.0001296688,0.03164605,0.0007462726,0.00005239736,0.003358363,0.6427923,0.001361558,0.001373289,0.02818876,0.2902438,0.00005890183],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8917035,0.002262264,0.001740083,0.03359008,0.0001579324,0.0001022115,0.00006852907,0.0000271533,0.07034825],"genre_scores_gemma":[0.9947641,0.0002474908,0.0003617813,0.001090613,0.00001615158,0.00002387215,0.000008410495,0.000006744695,0.003480831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9860938,"threshold_uncertainty_score":0.09171754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007734213637162919,"score_gpt":0.2985463392026927,"score_spread":0.2908121255655298,"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."}}