{"id":"W4413596194","doi":"10.64628/aam.rvufkvd3t","title":"Digital technologies for biodiversity protection and climate action: Solution or COP out?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Biodiversity; Action (physics); Business; Climate change; Environmental science; Natural resource economics; Environmental resource management; Environmental planning; Economics; Ecology; Biology; Physics","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":[0.00319024,0.0008787986,0.001274685,0.001092652,0.001024573,0.007759038,0.0008541397,0.005758944,0.02425149],"category_scores_gemma":[0.01291964,0.0003947987,0.0006238022,0.002123807,0.003087488,0.02268743,0.003583712,0.003821008,0.001605895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001690242,"about_ca_system_score_gemma":0.002683898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227684,"about_ca_topic_score_gemma":0.001695498,"domain_scores_codex":[0.9989802,0.0004545151,0.00004506957,0.0001369567,0.0002189116,0.0001643243],"domain_scores_gemma":[0.9953042,0.003032471,0.0004791508,0.0004528853,0.000443148,0.0002881964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005404679,0.00005188957,0.0007669096,0.0002325491,0.00003712159,0.00005362307,0.00008684905,0.002509336,0.0001744627,0.9216732,0.01945152,0.05490853],"study_design_scores_gemma":[0.00001619167,0.00001155098,0.0003337024,0.0001566896,0.00001909849,0.00006114181,0.0005009982,0.00930927,0.0002297186,0.9705522,0.01879814,0.00001124247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07568239,0.05168138,0.1915967,0.4727925,0.005720077,0.0001094453,0.0007534881,0.000402401,0.2012616],"genre_scores_gemma":[0.8806995,0.03822384,0.03005551,0.006559561,0.005477698,0.0001537594,0.0002894534,0.0001893083,0.03835137],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02425149,"threshold_uncertainty_score":0.08112931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07698126666583748,"score_gpt":0.2268235771924135,"score_spread":0.149842310526576,"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."}}