{"id":"W4401153603","doi":"10.21203/rs.3.rs-3798412/v1","title":"Balancing land use for conservation, agriculture, and renewable energy","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Nature Conservancy of Canada","funders":"","keywords":"Greenhouse gas; Natural resource economics; Renewable energy; Climate change mitigation; Agriculture; Land use; Business; Biodiversity; Threatened species; Environmental resource management; Sustainable development; Agricultural land; Land use, land-use change and forestry; Climate change; Land development; Environmental planning; Environmental science; Geography; Habitat; Economics; Ecology","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":[0.001815909,0.0002521418,0.000458612,0.0007556943,0.0006145478,0.00347238,0.0003488273,0.001506116,0.01251863],"category_scores_gemma":[0.005221448,0.0001007023,0.0002294743,0.001792901,0.001793136,0.002848822,0.001116711,0.0008602291,0.0004009284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00194756,"about_ca_system_score_gemma":0.001161216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499136,"about_ca_topic_score_gemma":0.00608599,"domain_scores_codex":[0.9987743,0.0006710432,0.00003243884,0.0001329782,0.0002558991,0.0001333648],"domain_scores_gemma":[0.9968928,0.002117794,0.0004096234,0.0001504931,0.0002543189,0.0001749384],"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":[0.00006319112,0.00008983735,0.01195682,0.0001014668,0.00005829622,0.00008614004,0.001288427,0.00404444,0.001413961,0.9354947,0.003815998,0.04158675],"study_design_scores_gemma":[0.00001775769,0.00002886708,0.01618459,0.00006853293,0.00002147096,0.00007163432,0.003795353,0.01139626,0.0004935472,0.9554939,0.01241497,0.00001321785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6307734,0.003710912,0.04023794,0.05078099,0.0002646164,0.0000424694,0.0006770259,0.00006902654,0.2734436],"genre_scores_gemma":[0.9938511,0.0005440447,0.001456643,0.0001949768,0.0001136244,0.00001578483,0.00004314101,0.00001481211,0.003765923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01251863,"threshold_uncertainty_score":0.04187906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06928620937854524,"score_gpt":0.3861363056963136,"score_spread":0.3168500963177684,"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."}}