{"id":"W4410028596","doi":"10.1016/j.landusepol.2025.107577","title":"The land-blending strategy: Contribution of metapopulation theory to the land sparing-sharing debate","year":2025,"lang":"en","type":"article","venue":"Land Use Policy","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"Metapopulation; Land use; Geography; Environmental resource management; Economic geography; Environmental planning; Economics; Sociology; Engineering; Civil engineering; Demography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004625762,0.0005253742,0.001109608,0.0009660642,0.001180556,0.003174953,0.002548309,0.003220002,0.0022813],"category_scores_gemma":[0.007836705,0.0003092575,0.001412804,0.0006008931,0.005942162,0.004859246,0.002655005,0.002125002,0.000224741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001977324,"about_ca_system_score_gemma":0.0009510135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002196907,"about_ca_topic_score_gemma":0.001460559,"domain_scores_codex":[0.9983056,0.001054953,0.00005349132,0.0002353043,0.0002165855,0.0001341973],"domain_scores_gemma":[0.9966472,0.002118414,0.0003706395,0.0003977102,0.0001650855,0.0003009613],"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":[0.00002600186,0.00002708664,0.002301215,0.0001334542,0.0001364612,0.0002052818,0.0007108366,0.05755222,0.0002814038,0.9226291,0.000985417,0.01501162],"study_design_scores_gemma":[0.0000142532,0.00003263356,0.0008041342,0.00007051619,0.00002937722,0.00009867611,0.0002280095,0.1070569,0.00006318904,0.88789,0.00368638,0.00002598117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3118096,0.03461104,0.506978,0.05601759,0.0008320941,0.00005863226,0.0001430776,0.0001452507,0.08940468],"genre_scores_gemma":[0.9842295,0.00325184,0.009978285,0.0009347017,0.0003385572,0.0000325059,0.00001452641,0.00002873557,0.001191272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004625762,"threshold_uncertainty_score":0.02446371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03042068726909392,"score_gpt":0.2691311738352847,"score_spread":0.2387104865661908,"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."}}