{"id":"W4254906208","doi":"10.5864/d2020-010","title":"Branch Updates","year":2020,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001940036,0.001079637,0.001050119,0.003749611,0.001580252,0.004274749,0.001961594,0.004063822,0.7619229],"category_scores_gemma":[0.008926051,0.0006020757,0.0009058029,0.001875643,0.000387773,0.002136923,0.002042403,0.00315323,0.6603109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280278,"about_ca_system_score_gemma":0.004051353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006198204,"about_ca_topic_score_gemma":0.0174961,"domain_scores_codex":[0.9983474,0.0001907895,0.00006288,0.000170607,0.001029575,0.00019883],"domain_scores_gemma":[0.9930438,0.0007752097,0.0002653137,0.0005285465,0.004023997,0.001363133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009957735,0.0000161758,0.00002616744,0.0000244165,6.537997e-7,0.000007499852,0.000002755738,0.000007792612,0.00002706003,0.000162439,0.9839779,0.01573726],"study_design_scores_gemma":[0.000009508475,0.000006926158,0.0001433104,0.00004121551,0.000001708128,0.000007582075,0.000008321485,0.00001514283,0.00002425385,0.0001888126,0.9995509,0.000002175344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003831894,0.003299126,0.0007835809,0.02422563,0.04627619,0.0004120423,0.007165833,0.002838,0.9146163],"genre_scores_gemma":[0.0004779231,0.001062424,0.0003079791,0.00578199,0.004953775,0.00009500074,0.00247947,0.0002722062,0.9845691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2380771,"threshold_uncertainty_score":0.339588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074749521058191,"score_gpt":0.3183658982261929,"score_spread":0.277618403015611,"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."}}