{"id":"W4415317118","doi":"10.1016/j.oneear.2025.101461","title":"A people-first approach to achieving global climate and nature goals","year":2025,"lang":"en","type":"article","venue":"One Earth","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Margaret A. Cargill Philanthropies; United States Agency for International Development","keywords":"Climate change; Sustainable development; Key (lock); Quality (philosophy); Sustainability; Frame (networking)","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":[0.01464652,0.0009010462,0.0007499248,0.00243615,0.01121052,0.0110539,0.002146668,0.009333051,0.01191642],"category_scores_gemma":[0.01348846,0.0005853734,0.001213747,0.001360238,0.01748603,0.009717778,0.01462314,0.01040694,0.002223126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01006066,"about_ca_system_score_gemma":0.02943307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0110026,"about_ca_topic_score_gemma":0.0265482,"domain_scores_codex":[0.9860833,0.006086419,0.0003143796,0.001345622,0.00401052,0.00215978],"domain_scores_gemma":[0.9917692,0.001622465,0.0006680821,0.001130972,0.001529053,0.003280203],"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":[0.00001089982,0.0001028014,0.0006831004,0.00005483913,0.00002748744,0.00009709883,0.003459374,0.0006231117,0.0001885503,0.9627783,0.01481062,0.01716384],"study_design_scores_gemma":[0.00002023564,0.00004830021,0.000661635,0.0001388703,0.00001400569,0.00009684731,0.002691188,0.0008504859,0.0003484539,0.8287284,0.1663758,0.00002582766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01422351,0.0007566708,0.1866511,0.1527359,0.001540652,0.000417383,0.0001076902,0.0003292987,0.6432377],"genre_scores_gemma":[0.7451912,0.0006449942,0.06825935,0.0360046,0.0004460052,0.001206954,0.0001147567,0.0002081697,0.1479239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01464652,"threshold_uncertainty_score":0.0774591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006134747838817416,"score_gpt":0.2285801420049348,"score_spread":0.2224453941661174,"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."}}