{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003732154,0.0002001724,0.0004844414,0.00001249847,0.0001118148,0.00000739221,0.000214372,0.00002549452,0.009873986],"category_scores_gemma":[0.00002295725,0.0001842887,0.0001091379,0.0001696769,0.00006930456,0.0001238532,0.0001042167,0.0001964557,0.1237552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002302731,"about_ca_system_score_gemma":0.0000336796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008481061,"about_ca_topic_score_gemma":0.000001217047,"domain_scores_codex":[0.9981238,0.0002359111,0.0005106085,0.000388828,0.0003309436,0.0004098566],"domain_scores_gemma":[0.9989232,0.00002050856,0.000201639,0.0002910255,9.852455e-7,0.0005626266],"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":[0.00002166088,0.0002309062,0.004584974,0.01314212,0.00002993703,0.0000118993,0.0003944929,0.000002602426,0.001162916,0.0001558325,0.6728016,0.3074611],"study_design_scores_gemma":[0.0002252034,0.0001329202,0.003730977,0.001011251,0.00001567998,0.00001277953,0.00001151581,0.0000151484,0.00008808377,0.00001693745,0.994566,0.0001734749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004880005,0.9472823,0.00004466713,0.04405343,0.00006943401,0.001551391,0.0002400844,0.0001946491,0.001684079],"genre_scores_gemma":[0.2829343,0.5006314,0.0007129355,0.2146681,0.0001970154,0.00008907536,0.0003679319,0.0001395367,0.0002596996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4466509,"threshold_uncertainty_score":0.9910311,"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."}}