{"id":"W4212767339","doi":"10.5864/d2017-022","title":"Branch Updates","year":2017,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"","field":"","cited_by":6,"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":[0.000891326,0.0002036295,0.0004768228,0.00001861404,0.0008303514,0.00003861236,0.0005439439,0.00003175849,0.00552842],"category_scores_gemma":[0.00004028174,0.0001821631,0.0001139187,0.00002368348,0.0002024834,0.0002921181,0.0002099903,0.0001751405,0.08268999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003311124,"about_ca_system_score_gemma":0.00003362982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006264177,"about_ca_topic_score_gemma":0.00001525319,"domain_scores_codex":[0.9982381,0.0001564123,0.0004438858,0.0003643135,0.0003239591,0.0004732982],"domain_scores_gemma":[0.9977322,0.00001632729,0.0005492353,0.001393709,0.000001326791,0.0003072358],"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":[0.00001165072,0.0003298437,0.02578831,0.00659207,0.00002950964,0.00001190225,0.00007944268,2.874646e-7,0.0004039699,0.0002922079,0.2619484,0.7045124],"study_design_scores_gemma":[0.0002548422,0.00005675037,0.1026295,0.002470769,0.0000156736,0.00002531776,0.000003481757,0.000002745452,0.00006623094,0.00008912345,0.8942056,0.0001798819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01860208,0.9555365,0.00001307847,0.01324602,0.0003089577,0.001918921,0.00027482,0.0001209486,0.009978657],"genre_scores_gemma":[0.4717642,0.5120754,0.0004199396,0.01307348,0.0001335468,0.00009615802,0.0001423873,0.000101922,0.002193004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7043325,"threshold_uncertainty_score":0.9953806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04051685294366973,"score_gpt":0.3641074941468161,"score_spread":0.3235906412031464,"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."}}