{"id":"W6911156948","doi":"10.5281/zenodo.11382230","title":"IPBES Transformative Change Assessment: Summary for Policymakers","year":2025,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transformative learning; Sustainability; Biodiversity; Table (database); Constructive; State (computer science); Science policy","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":[0.01795769,0.002272359,0.001073589,0.004842318,0.002571522,0.01284683,0.003604716,0.009324793,0.04968444],"category_scores_gemma":[0.02593001,0.001258707,0.002075894,0.004723235,0.001190546,0.007138293,0.00648194,0.008137614,0.03222818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01098578,"about_ca_system_score_gemma":0.04214521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02871038,"about_ca_topic_score_gemma":0.01518923,"domain_scores_codex":[0.9888671,0.001978709,0.0006735526,0.0006905257,0.006538187,0.001251834],"domain_scores_gemma":[0.9881266,0.001993387,0.0007197094,0.0005093269,0.007659849,0.0009910497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001058796,0.0000925912,0.000212303,0.0009268799,0.00002205865,0.0001279685,0.0002014013,0.001504424,0.0004817871,0.02428229,0.9113365,0.06070593],"study_design_scores_gemma":[0.00002564854,0.00003182496,0.0006105132,0.001049915,0.00002348376,0.00004084243,0.000219286,0.0002681448,0.0004840421,0.009260607,0.9879494,0.00003633561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003093093,0.03511978,0.02069752,0.2732953,0.02467968,0.007295236,0.05700609,0.002954493,0.5758588],"genre_scores_gemma":[0.03599468,0.09055755,0.07117102,0.0953268,0.009809412,0.02139678,0.07923189,0.002695568,0.5938163],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04968444,"threshold_uncertainty_score":0.166211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168189920432775,"score_gpt":0.3506701223745207,"score_spread":0.2338511303312432,"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."}}