{"id":"W6893922328","doi":"10.5281/zenodo.4782538","title":"IPBES-IPCC co-sponsored workshop report on biodiversity and climate change","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia","funders":"","keywords":"Climate change; Biodiversity; Sustainable development; Sustainability; Outcome (game theory)","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":[0.00800142,0.00267473,0.00116017,0.003196531,0.001387513,0.005484768,0.002799512,0.003584055,0.03134498],"category_scores_gemma":[0.005820859,0.0005830108,0.001687848,0.004276021,0.001090826,0.003051715,0.00621689,0.006250096,0.01193226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00299257,"about_ca_system_score_gemma":0.01388421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01239796,"about_ca_topic_score_gemma":0.005965261,"domain_scores_codex":[0.996899,0.000579196,0.00009812795,0.0002770067,0.001665774,0.000480871],"domain_scores_gemma":[0.9951946,0.00104926,0.000384858,0.0004707262,0.002084122,0.0008164459],"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":[0.0003978193,0.0001441165,0.001516686,0.002147308,0.000165738,0.0003472005,0.0003416923,0.00498142,0.001642129,0.03443761,0.8921764,0.06170182],"study_design_scores_gemma":[0.00005399582,0.00006253085,0.003354833,0.0006918749,0.00007417738,0.00007425771,0.0002312346,0.0004818363,0.001565513,0.009568341,0.983802,0.00003927778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009447803,0.05204803,0.0443271,0.07452498,0.07036418,0.001953562,0.1910613,0.003728198,0.5525448],"genre_scores_gemma":[0.1649284,0.08824164,0.08144392,0.01811705,0.02153121,0.009930288,0.2826146,0.007429664,0.3257631],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03134498,"threshold_uncertainty_score":0.1048594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07688744884320431,"score_gpt":0.3250342550191752,"score_spread":0.2481468061759709,"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."}}