{"id":"W4308579676","doi":"10.47004/wp.cem.2022.2022","title":"Graphical model inference with external network data","year":2022,"lang":"en","type":"report","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Agencia Estatal de Investigación; Banco Bilbao Vizcaya Argentaria; European Commission; China Scholarship Council; Fundación BBVA","keywords":"Graphical model; Inference; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006254271,0.001389691,0.001388806,0.001977842,0.0009599669,0.002249751,0.00269676,0.00193827,0.007178111],"category_scores_gemma":[0.04263262,0.001227633,0.001934175,0.002031959,0.001742596,0.004062996,0.003111458,0.005737151,0.001405117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001630996,"about_ca_system_score_gemma":0.001697913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01233069,"about_ca_topic_score_gemma":0.02017946,"domain_scores_codex":[0.9961824,0.002403982,0.0001156951,0.0007127182,0.0004197565,0.0001654709],"domain_scores_gemma":[0.9738487,0.02167275,0.001040863,0.002265826,0.0008655804,0.0003062208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007724197,0.00005636966,0.002925307,0.0001104017,0.00009972887,0.0001544267,0.0001351441,0.821467,0.0004019813,0.1348488,0.005215756,0.03450777],"study_design_scores_gemma":[0.00001278444,0.000004443649,0.0001388848,0.00001390584,0.000008075715,0.00001589771,0.00001071608,0.9027297,0.0001092659,0.09613422,0.0008166397,0.000005438131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004502859,0.00007460959,0.9934092,0.0003825919,0.00002273258,0.00002551869,0.0003801308,0.0004628109,0.0007396074],"genre_scores_gemma":[0.3367243,0.000542052,0.6495386,0.0007910139,0.0002536571,0.0005673962,0.004935301,0.0007367508,0.005911005],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01233069,"threshold_uncertainty_score":0.03307617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195532168751399,"score_gpt":0.3406054120090827,"score_spread":0.2210521951339429,"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."}}