{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001874104,0.001036805,0.001050312,0.00350607,0.001500505,0.004138499,0.001985398,0.003776583,0.7430556],"category_scores_gemma":[0.009560063,0.0005415915,0.0008603549,0.001910539,0.0004090783,0.002493009,0.002385543,0.003368514,0.6301253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303043,"about_ca_system_score_gemma":0.004218542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005622654,"about_ca_topic_score_gemma":0.01477998,"domain_scores_codex":[0.998391,0.0001805065,0.00006647679,0.0001714636,0.0009899013,0.0002006671],"domain_scores_gemma":[0.9923323,0.0008400969,0.000320421,0.000625922,0.004371989,0.001509204],"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":[0.00001025124,0.00001468876,0.00002811054,0.00002736139,6.933746e-7,0.000008276024,0.000003157461,0.000007798895,0.00002782762,0.0001947669,0.9826286,0.01704846],"study_design_scores_gemma":[0.000008005169,0.000005698199,0.0001260498,0.00004194849,0.000001612496,0.000007766997,0.000008079751,0.0000130823,0.00002566173,0.0002015252,0.9995586,0.000001892654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004466574,0.004899954,0.000956743,0.03135167,0.06277045,0.0004155972,0.008287976,0.003161008,0.8877099],"genre_scores_gemma":[0.0006490218,0.001690816,0.0003932124,0.007091381,0.007559076,0.0001131773,0.003320357,0.0003484435,0.9788346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2569444,"threshold_uncertainty_score":0.3665,"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."}}