{"id":"W3185147291","doi":"10.1080/1747423x.2021.1950229","title":"The role of culture in land system science","year":2021,"lang":"en","type":"article","venue":"Journal of Land Use Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Reflexivity; Systems science; Earth system science; Land use; Environmental resource management; Sociology; Environmental planning; Ecology; Geography; Social science; Environmental science; Biology","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":[0.01702659,0.0005265082,0.0008443869,0.002498484,0.005231901,0.009350173,0.001791924,0.001865469,0.002644056],"category_scores_gemma":[0.02047525,0.0003415843,0.0006754472,0.003461043,0.047147,0.01152536,0.00696044,0.004601037,0.0001966464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008310624,"about_ca_system_score_gemma":0.005722403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009007442,"about_ca_topic_score_gemma":0.00907785,"domain_scores_codex":[0.9817061,0.01497681,0.0005799126,0.0009140606,0.00108067,0.0007424555],"domain_scores_gemma":[0.9755589,0.01834748,0.001789335,0.002172475,0.00140499,0.0007268093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001304013,0.00002778213,0.003903473,0.0002927681,0.00004047132,0.0001115303,0.0184286,0.002252992,0.0001751648,0.9538108,0.0004708042,0.02047261],"study_design_scores_gemma":[0.00001118456,0.00006389122,0.003906314,0.0006013624,0.00003188071,0.00007718417,0.02138301,0.003342194,0.0004601326,0.9467561,0.02331734,0.00004937733],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.333226,0.03086526,0.1768601,0.1643637,0.001095582,0.0003196991,0.0002885936,0.0001694932,0.2928116],"genre_scores_gemma":[0.9856596,0.003973058,0.007862831,0.001378907,0.0001066604,0.00007234175,0.00001715554,0.00001813177,0.0009112417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01702659,"threshold_uncertainty_score":0.09004629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006447776284500082,"score_gpt":0.2141127007457751,"score_spread":0.207664924461275,"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."}}