{"id":"W4404659610","doi":"10.1093/biosci/biae122","title":"Is our climate fight killing the environment? A case for smart from the start planning","year":2024,"lang":"en","type":"article","venue":"BioScience","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nature Conservancy of Canada","funders":"","keywords":"Environmental planning; Environmental ethics; Environmental resource management; Geography; Environmental science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01143871,0.0006628721,0.0007553351,0.001176095,0.01374477,0.01399361,0.003083103,0.01570362,0.01137594],"category_scores_gemma":[0.01483908,0.0005450296,0.0008559818,0.001983339,0.02776316,0.02383703,0.01238942,0.03143957,0.001626746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01018744,"about_ca_system_score_gemma":0.02844098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02952241,"about_ca_topic_score_gemma":0.04481377,"domain_scores_codex":[0.9913823,0.004310747,0.0001615681,0.0007090002,0.001368764,0.002067614],"domain_scores_gemma":[0.9872161,0.005166799,0.0004642312,0.0006278978,0.00103873,0.005486322],"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":[0.00005449784,0.0001411206,0.0008152942,0.0003483638,0.00002261464,0.001197681,0.01297919,0.001101692,0.000226099,0.5114524,0.4090574,0.0626037],"study_design_scores_gemma":[0.00001988453,0.00003723382,0.0006120523,0.0009780218,0.00001446492,0.0002760105,0.01827872,0.0005682528,0.000163734,0.2982495,0.6807262,0.00007599083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002530554,0.007724619,0.001894299,0.9478022,0.002359518,0.00002819823,0.00004213361,0.00006693079,0.03755162],"genre_scores_gemma":[0.2921027,0.02636577,0.01310218,0.6373993,0.002914619,0.0002906135,0.0001599089,0.0003516266,0.02731321],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02952241,"threshold_uncertainty_score":0.07391542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802949572987101,"score_gpt":0.2611410393206455,"score_spread":0.2331115435907745,"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."}}