{"id":"W4411710300","doi":"10.1142/s297245892550008x","title":"On stochastic variational principles","year":2025,"lang":"en","type":"article","venue":"Geometric Mechanics","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Applied mathematics; Mathematical economics; Mathematics; Calculus (dental); Computer science; Medicine; Orthodontics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002153023,0.00008859401,0.000141834,0.001419433,0.0002750666,0.0001007344,0.0005701195,0.00007008361,0.001502008],"category_scores_gemma":[0.01048997,0.00007009626,0.00007621891,0.006006421,0.00001573627,0.00007680454,0.0001165785,0.0001275788,0.001666901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004990256,"about_ca_system_score_gemma":0.00009296807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000117783,"about_ca_topic_score_gemma":7.302376e-7,"domain_scores_codex":[0.9982189,0.00008330168,0.0004001481,0.0003652498,0.0007774031,0.000155014],"domain_scores_gemma":[0.9955057,0.003497656,0.0001546002,0.0005533934,0.0002253755,0.00006330269],"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":[0.000009721683,0.00005417936,0.000004152654,6.521798e-7,0.000008539148,1.839745e-7,0.00001030152,0.01549957,0.00002072269,0.963963,0.003660865,0.01676805],"study_design_scores_gemma":[0.0001513503,0.0000269504,0.0003682793,0.000004229466,0.000008538133,0.000001284939,0.00006250077,0.03611777,0.0001378982,0.9328965,0.03015498,0.00006972795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002891839,0.00003474849,0.9830253,0.001074367,0.0006046722,0.0001597745,0.00002029439,0.00005495005,0.01213406],"genre_scores_gemma":[0.9796544,0.000002592385,0.001771694,0.0007584565,0.00005500169,0.00004533222,0.0000058382,0.000004679493,0.01770197],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9812536,"threshold_uncertainty_score":0.9994107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09472373721555871,"score_gpt":0.3681340480597257,"score_spread":0.273410310844167,"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."}}