{"id":"W4415979559","doi":"10.1007/978-3-032-06617-6_4","title":"Living in Harmony with Nature? Climate, Biodiversity and Planning Futures","year":2025,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in applied sciences and technology","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vision; Futures contract; Harmony (color); Futures studies; Biodiversity; Harmony with nature; Climate change; Anthropocene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004216243,0.0002520852,0.0003177178,0.0003257366,0.0002976573,0.0000488223,0.0003627115,0.0005687278,0.0001137353],"category_scores_gemma":[0.00003026197,0.0002246376,0.00001444842,0.0003659056,0.002061383,0.00008252963,0.001136348,0.0007614013,0.000004874927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001689493,"about_ca_system_score_gemma":0.00002498951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097867,"about_ca_topic_score_gemma":0.001662726,"domain_scores_codex":[0.9983414,0.000006147908,0.0001860763,0.0008244021,0.0002103701,0.0004315397],"domain_scores_gemma":[0.9995386,0.00008785406,0.0001248312,0.00020363,0.000006001473,0.00003908501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007727339,0.00005318109,0.7194678,0.0003042741,0.00001432013,0.0001945809,0.002312981,0.00008809569,0.0001427472,0.2516457,0.0003495685,0.02534946],"study_design_scores_gemma":[0.003307721,0.001021242,0.5288732,0.005238189,0.0001495017,0.0001631618,0.0508407,0.000873185,0.0009932896,0.2179449,0.1853096,0.005285344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7324196,0.001990282,0.000003019166,0.0006984253,0.000077741,0.000374249,0.00001226486,0.00007496626,0.2643495],"genre_scores_gemma":[0.9951355,0.001706473,0.0008713888,0.0003599257,0.00001747454,0.00002673814,0.000001562008,0.000009849609,0.001871024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.262716,"threshold_uncertainty_score":0.9160457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0072121129771633,"score_gpt":0.2104220831502644,"score_spread":0.2032099701731011,"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."}}