{"id":"W4392058774","doi":"10.32920/25267432","title":"Hidden patterns of sustainable development in Asia with underlying global change correlations","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainable development; Economic geography; Geography; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002560627,0.000287747,0.0004291211,0.002008465,0.0005664212,0.002021904,0.0004160941,0.0003018372,0.00429388],"category_scores_gemma":[0.008576609,0.0002629809,0.0007635459,0.004368562,0.001780666,0.001707033,0.002354098,0.0008014026,0.0004247795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245673,"about_ca_system_score_gemma":0.001256262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02472551,"about_ca_topic_score_gemma":0.02962923,"domain_scores_codex":[0.9988633,0.0003193419,0.0001116096,0.0003239466,0.0001714335,0.0002103106],"domain_scores_gemma":[0.9919876,0.003071554,0.002006778,0.001234627,0.001260599,0.0004388827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003326812,0.00002325339,0.9799235,0.00003564097,0.0001540172,0.0001238678,0.002138235,0.001368057,0.0001786253,0.007580046,0.0006863346,0.007755289],"study_design_scores_gemma":[0.000004202341,0.00003535256,0.9749501,0.00006500632,0.00008420037,0.00006703653,0.005298235,0.009089718,0.000214959,0.007857624,0.002308129,0.00002547008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890922,0.0002954061,0.001852692,0.0006369469,0.00001418844,0.00001890872,0.0007118699,0.00002873477,0.007349169],"genre_scores_gemma":[0.9988754,0.00007479589,0.000377384,0.00002913403,0.000004945147,0.00001029994,0.0002922485,0.000005174257,0.0003304852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02472551,"threshold_uncertainty_score":0.04916316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02958457047125685,"score_gpt":0.2596020998202924,"score_spread":0.2300175293490356,"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."}}