{"id":"W3005391720","doi":"10.1088/1751-8121/abb9ed","title":"One from many: estimating a function of many parameters","year":2020,"lang":"en","type":"article","venue":"Journal of Physics A Mathematical and Theoretical","topic":"Quantum Information and Cryptography","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Sensitivity (control systems); Context (archaeology); Process (computing); Estimation theory; Quantum; Function (biology); Mathematics; Computer science; Applied mathematics; Mathematical optimization; Algorithm; Physics; Engineering; Quantum mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002254301,0.00008936416,0.0002993013,0.00003229602,0.00003144524,0.0000746142,0.0002486096,0.00003791183,0.00004914347],"category_scores_gemma":[0.0001270669,0.00006741243,0.000136186,0.0001765134,0.0002104201,0.000323358,0.00008881825,0.0001795184,0.00001052803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004153443,"about_ca_system_score_gemma":0.00001897739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.777279e-7,"about_ca_topic_score_gemma":2.79204e-9,"domain_scores_codex":[0.9989141,0.00004273751,0.0005011146,0.00008841969,0.0003427651,0.0001108946],"domain_scores_gemma":[0.9990578,0.0002779367,0.0002808635,0.0001158335,0.00009374259,0.0001738011],"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":[0.00003265433,0.00009488509,0.000009849147,0.00006384165,0.00004998616,0.000001947351,0.000960927,0.0000240929,0.000446168,0.983631,0.00002370019,0.01466097],"study_design_scores_gemma":[0.0002374504,0.0002270177,0.00005532993,0.00006903849,0.00003204412,0.000005070451,0.00006000839,0.3217866,0.00124357,0.676225,0.000007411849,0.00005152789],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2301952,0.0000171361,0.7681925,0.001110705,0.00004361196,0.00003687611,0.000001422741,0.00001188484,0.0003907436],"genre_scores_gemma":[0.7874574,0.000003156535,0.2121085,0.0003529334,0.00007311693,6.643313e-7,3.076809e-7,0.000003660517,2.555016e-7],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5572622,"threshold_uncertainty_score":0.2748999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188453306008287,"score_gpt":0.2257000674677182,"score_spread":0.2068547368668895,"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."}}