{"meta":{"query_hash":"4d93e4d9cf00","filters":{"venue":"Proceedings of NAS RA Mathematics"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/4d93e4d9cf00","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+NAS+RA+Mathematics"},"results":[{"id":"W2461176000","doi":"10.54503//0002-3043-2022.57.2-44-55","title":"On the inverse LQG homing problem","year":2022,"lang":"en","type":"article","venue":"Proceedings of NAS RA Mathematics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Linear-quadratic-Gaussian control; Optimal control; Inverse problem; Homing (biology); Control theory (sociology); Inverse; Mathematics; Mathematical optimization; Computer science; Applied mathematics; Control (management); Mathematical analysis; Physics; Artificial intelligence","score_opus":0.03309854112697194,"score_gpt":0.21011504997803013,"score_spread":0.17701650885105819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461176000","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0250713,0.0009474415,0.9624282,0.0012486707,0.00013854154,0.00005514271,0.00010456107,0.00012612954,0.009880149],"genre_scores_gemma":[0.79092264,0.0022401072,0.17971301,0.0009557535,0.00063803245,0.00050272513,0.00046491725,0.00046999956,0.024092808],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984244,0.0007079851,0.00006413016,0.00041257904,0.00025046102,0.00014052392],"domain_scores_gemma":[0.99552333,0.0034008208,0.00030712003,0.000198899,0.00032688704,0.00024295706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003606131,0.0012198577,0.0017571236,0.0009289613,0.00061779976,0.0019458726,0.0009953523,0.0022321884,0.0070712473],"category_scores_gemma":[0.0119756395,0.00042278512,0.0010249428,0.00083438796,0.0028611068,0.0030626769,0.0022019814,0.002428943,0.00063361856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021731401,0.000103836945,0.000766794,0.00028306947,0.00007222378,0.00024577323,0.00028361977,0.28879967,0.0025118096,0.6666144,0.0032079602,0.036893398],"study_design_scores_gemma":[0.00003715404,0.00011112181,0.00022826082,0.00003791952,0.000016423859,0.00005618794,0.00006161147,0.5777363,0.00054269907,0.4190975,0.0020473984,0.00002742571],"about_ca_topic_score_codex":0.0018005171,"about_ca_topic_score_gemma":0.000552692,"teacher_disagreement_score":0.0070712473,"about_ca_system_score_codex":0.0011606048,"about_ca_system_score_gemma":0.0010523971,"threshold_uncertainty_score":0.023655713},"labels":[],"label_agreement":null}]}