{"id":"W4230773849","doi":"10.31235/osf.io/urvjp","title":"Patchwork Earth: Navigating pathways to just, thriving, and sustainable futures","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Thriving; Futures contract; Sustainability; Earth system science; Sustainable development; Business; Economic system; Environmental ethics; Political science; Sociology; Ecology; Economics; Social science; Biology","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":[0.001953291,0.0003560968,0.0002163354,0.0009596779,0.003774103,0.007560013,0.0006645037,0.002441473,0.01491348],"category_scores_gemma":[0.005746205,0.0002378375,0.0003682205,0.000985695,0.01187067,0.01321766,0.006109674,0.002167492,0.0009611117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001888852,"about_ca_system_score_gemma":0.002209346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006222401,"about_ca_topic_score_gemma":0.006220086,"domain_scores_codex":[0.9991259,0.0005185104,0.00001476541,0.0001156652,0.0001012729,0.0001238838],"domain_scores_gemma":[0.9985027,0.0007821059,0.0001233864,0.0001758364,0.0001122261,0.0003036718],"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":[0.0000572821,0.00003208831,0.003701924,0.0001739419,0.00002632579,0.0004285999,0.08060887,0.001385151,0.0008789854,0.8551321,0.01467175,0.04290301],"study_design_scores_gemma":[0.00001527626,0.00002876183,0.00271727,0.000157755,0.00001222408,0.0002209546,0.06022893,0.00154862,0.0003499467,0.8040866,0.1306115,0.00002230905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2559807,0.005726665,0.120288,0.1197972,0.001123888,0.000124432,0.0003651215,0.0004670031,0.496127],"genre_scores_gemma":[0.9697721,0.001579998,0.01628844,0.001056077,0.00006999548,0.0000519131,0.0001260368,0.0001017712,0.01095371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01491348,"threshold_uncertainty_score":0.04989052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3329379030136334,"score_gpt":0.443196456272878,"score_spread":0.1102585532592447,"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."}}