{"id":"W4321376749","doi":"10.3389/fsysb.2023.1045754","title":"Illuminating HBV with multi-scale modeling","year":2023,"lang":"en","type":"article","venue":"Frontiers in Systems Biology","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Business, Innovation and Employment; York University","keywords":"Immune system; Biology; Terrain; Blood stream; Immunology; Computational biology; Cell biology; Medicine; Ecology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003850789,0.0001452647,0.0005255628,0.0002992828,0.00007524126,0.000006580572,0.00007912613,0.0001448968,0.000002307042],"category_scores_gemma":[0.0001235417,0.0001113078,0.0000360101,0.0004177728,0.0001155584,0.0000342956,0.0000576467,0.0001743718,0.00004840217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276509,"about_ca_system_score_gemma":0.00004420465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001753542,"about_ca_topic_score_gemma":0.0006278169,"domain_scores_codex":[0.998743,0.00009952992,0.0003270261,0.0003191886,0.00009782047,0.0004134402],"domain_scores_gemma":[0.9995509,0.00003442869,0.00006422777,0.0002094827,0.00007856745,0.000062377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003989279,0.00002533303,0.9920726,0.0001385272,0.00007240984,0.000069936,0.001457989,0.0009758848,0.000790715,0.00002836604,0.002650403,0.001677936],"study_design_scores_gemma":[0.002554327,0.0003579578,0.0285672,0.0006402057,0.00004610014,0.00006361118,0.007828289,0.954562,0.0001054693,0.0000366739,0.0049118,0.0003263837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978497,0.002201777,0.09486438,0.0002704556,0.002109408,0.000717351,0.00002099028,0.0003318131,0.00163414],"genre_scores_gemma":[0.9850041,0.0001701042,0.01324167,0.00005849206,0.0001526388,0.0001354113,0.00003184797,0.00002889335,0.001176835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9635054,"threshold_uncertainty_score":0.4539001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03892652439477444,"score_gpt":0.2948772754900283,"score_spread":0.2559507510952539,"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."}}