{"id":"W6964203525","doi":"10.25316/ir-19229","title":"Mapping Soil and Plant Communities: Shifting Western Culture’s Perspectives of Ecological Land Management","year":2023,"lang":"en","type":"article","venue":"VIUSpace (Vancouver Island University Library)","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seral community; Land management; Land use; Sustainable land management; Soil functions; Soil management; Land degradation; Soil conservation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001612148,0.0001778947,0.0001769691,0.001569656,0.003870369,0.003098919,0.0005723452,0.0003789997,0.001517753],"category_scores_gemma":[0.001950376,0.0001571189,0.00007963154,0.001780873,0.005964308,0.001944986,0.002647094,0.0006792914,0.00008635822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004990546,"about_ca_system_score_gemma":0.003061557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2531678,"about_ca_topic_score_gemma":0.5007923,"domain_scores_codex":[0.999241,0.000360579,0.00002250367,0.00009540025,0.0001268344,0.0001536422],"domain_scores_gemma":[0.9990153,0.0004308988,0.0001563673,0.00007626854,0.0001764493,0.0001446602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004274047,0.00001813055,0.03801892,0.00006145022,0.000009811876,0.0002361458,0.9339173,0.00003915767,0.001868931,0.002196161,0.0003052187,0.02328607],"study_design_scores_gemma":[0.000001587994,0.00001935308,0.06058997,0.00006632074,0.000007359637,0.00006245415,0.9305288,0.000114038,0.0004070773,0.0008496477,0.007345172,0.0000082897],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991569,0.0002275549,0.0002915742,0.0004439362,0.000004687648,0.000008383849,0.00002584923,0.000001962344,0.007427145],"genre_scores_gemma":[0.9984447,0.0002291372,0.0002152884,0.00009159499,0.000002165322,0.000008388455,0.00001572011,0.000003151803,0.000989835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2531678,"threshold_uncertainty_score":0.5033885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00953345962963614,"score_gpt":0.1684873801991233,"score_spread":0.1589539205694872,"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."}}