{"id":"W4403587853","doi":"10.48550/arxiv.2409.04412","title":"Robust Elicitable Functionals","year":2024,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008488405,0.00178294,0.001441166,0.001155945,0.0005651251,0.002383649,0.001653398,0.002671937,0.005107799],"category_scores_gemma":[0.02648569,0.0004840124,0.00116388,0.001035028,0.002227315,0.003811663,0.002395631,0.002588621,0.0007850007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765289,"about_ca_system_score_gemma":0.001413751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00090442,"about_ca_topic_score_gemma":0.0005124335,"domain_scores_codex":[0.9939641,0.002868125,0.0004189296,0.001013923,0.001325799,0.0004090234],"domain_scores_gemma":[0.9888818,0.006250055,0.00140058,0.001474997,0.001572709,0.0004198904],"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":[0.00008728905,0.00008707613,0.001231491,0.0002615886,0.00009914199,0.0001904429,0.0001891471,0.190154,0.007358594,0.7553087,0.002235884,0.04279653],"study_design_scores_gemma":[0.00002014618,0.0001471657,0.0007271214,0.00007156468,0.00002475647,0.0001124793,0.00008795062,0.5840555,0.002177149,0.4096019,0.002925876,0.00004834256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01859816,0.0001940033,0.9744391,0.0004883529,0.00002978016,0.00009122928,0.0002409502,0.0001668692,0.005751589],"genre_scores_gemma":[0.7821947,0.0005976403,0.2037034,0.0005079845,0.0001285054,0.0005547664,0.0005548931,0.000250047,0.0115081],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008488405,"threshold_uncertainty_score":0.04489148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07782397172361198,"score_gpt":0.2631886656055301,"score_spread":0.1853646938819181,"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."}}