{"id":"W4407275145","doi":"10.2139/ssrn.5129130","title":"Connectivity, Access to Nature, and Positive Peace","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Political science; Psychology; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002908015,0.0002199265,0.0002789355,0.0003232844,0.0007885853,0.0006949195,0.0005795328,0.0004627282,0.00002660863],"category_scores_gemma":[0.0006701971,0.0002339231,0.0001014704,0.0003343413,0.00009084986,0.0003741693,0.0004339229,0.004077809,0.000006046569],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003216564,"about_ca_system_score_gemma":0.006900553,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005184335,"about_ca_topic_score_gemma":0.2991093,"domain_scores_codex":[0.9969504,0.0004188728,0.0002487437,0.0004163369,0.0004819909,0.001483643],"domain_scores_gemma":[0.9987227,0.0002715381,0.0002641457,0.0001589897,0.0004335006,0.0001490703],"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":[0.0001840332,0.0001492514,0.008269397,0.00006708309,0.0005222378,0.000008443354,0.04201906,0.0002794249,0.00009481689,0.8903092,0.003917154,0.05417988],"study_design_scores_gemma":[0.0006600915,0.0002279225,0.02307614,0.000540191,0.0002460503,0.00005352703,0.03285379,0.0001324926,0.0001699553,0.9279974,0.01316502,0.0008774308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757218,0.01825839,0.01762538,0.04765919,0.003136189,0.002082367,0.0001746339,0.0001857731,0.03515634],"genre_scores_gemma":[0.9678901,0.02565605,0.000112604,0.0007585931,0.0009865855,0.00002848642,0.00003776742,0.0000191725,0.004510651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.293925,"threshold_uncertainty_score":0.9987294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05081469144487744,"score_gpt":0.370324654787606,"score_spread":0.3195099633427285,"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."}}