{"id":"W4393252537","doi":"10.7554/elife.88953.2.sa1","title":"eLife Assessment: A stochastic world model on gravity for stability inference","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Tsinghua University","keywords":"Inference; Stability (learning theory); Gravity model of trade; Econometrics; Computer science; Mathematics; Mathematical economics; Geography; Economics; Artificial intelligence; Machine learning","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":[0.002193841,0.0008726315,0.001196237,0.001049709,0.0008164491,0.00215774,0.003073066,0.001956218,0.005818316],"category_scores_gemma":[0.01259019,0.0007022657,0.001649089,0.0007814696,0.001490169,0.002963399,0.003712745,0.002237043,0.0008347446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445377,"about_ca_system_score_gemma":0.001561099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007227157,"about_ca_topic_score_gemma":0.007180478,"domain_scores_codex":[0.9991179,0.0003414218,0.00006055634,0.0002073292,0.0001841991,0.00008852832],"domain_scores_gemma":[0.9966924,0.002075321,0.0003784372,0.0003186496,0.0003522568,0.0001828605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000158438,0.0000729866,0.003316896,0.00009409367,0.00009027662,0.0002517306,0.0003256363,0.8398961,0.002202396,0.1011822,0.002031891,0.05037733],"study_design_scores_gemma":[0.00001243216,0.00001572131,0.0001591219,0.000009305617,0.000007300615,0.00002104867,0.00001218334,0.9602389,0.0002511267,0.03865998,0.0006026778,0.0000101713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01841921,0.0001007921,0.9779921,0.0004155029,0.00003833584,0.00004809891,0.000163064,0.0007888507,0.00203404],"genre_scores_gemma":[0.6063852,0.0002413033,0.3870729,0.0004942782,0.00008204766,0.0004017595,0.0006988038,0.0004653848,0.004158401],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007227157,"threshold_uncertainty_score":0.01946419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09431019353872672,"score_gpt":0.4023644813106407,"score_spread":0.308054287771914,"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."}}