{"id":"W6929763788","doi":"10.48660/20010095","title":"Meta-Learning Algorithms and their Applications to Quantum Computing","year":2020,"lang":"en","type":"other","venue":"PIRSA","topic":"Blood Coagulation and Thrombosis Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mila - Quebec Artificial Intelligence Institute","funders":"","keywords":"Quantum computer; Quantum algorithm; Quantum; Quantum phase estimation algorithm; Scheme (mathematics); Quantum information","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009097299,0.000207232,0.0005720591,0.0001246443,0.00006062315,0.00002229806,0.00006706566,0.0001319953,0.001015987],"category_scores_gemma":[0.00001695663,0.000160271,0.0001063586,0.0001801553,0.00001857562,0.000007875768,0.00008037267,0.0002412585,0.0002437268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001064449,"about_ca_system_score_gemma":0.00002419369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004120326,"about_ca_topic_score_gemma":0.000006293364,"domain_scores_codex":[0.9991968,0.00003406774,0.00016131,0.0003370182,0.0001268359,0.0001439136],"domain_scores_gemma":[0.9994439,0.00003785255,0.0001039446,0.0001949033,0.00002119849,0.0001981434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000551888,0.0006897433,0.0003692772,0.00213326,0.02251204,0.00004345572,0.007407053,0.00003799429,0.01280587,0.07889724,0.3681475,0.5069014],"study_design_scores_gemma":[0.0002998299,0.0001043119,0.00008018083,0.00008272719,0.001130148,0.00001093438,0.0001666345,0.002336571,0.0002864024,0.000191857,0.995123,0.000187428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00005723678,0.005678458,0.5299044,0.006976734,0.0003115068,0.002625658,0.00005689327,0.001494388,0.4528947],"genre_scores_gemma":[0.217658,0.0006682128,0.127903,0.01965765,0.006058068,0.0006585098,0.0007169886,0.002783263,0.6238963],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6269755,"threshold_uncertainty_score":0.9998972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06796011798920415,"score_gpt":0.3038422346316664,"score_spread":0.2358821166424622,"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."}}