{"id":"W4235975729","doi":"10.5864/d2014-005","title":"Branch Updates","year":2013,"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; Environmental 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":[0.0004879138,0.0002141412,0.0004487382,0.00002894429,0.0001381327,0.00001442576,0.0002101686,0.00003132172,0.04097613],"category_scores_gemma":[0.00001183339,0.0001839687,0.0001010699,0.0001232479,0.00009132128,0.000263579,0.00008970909,0.0001717043,0.374208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003889792,"about_ca_system_score_gemma":0.00002619902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140437,"about_ca_topic_score_gemma":0.000003945504,"domain_scores_codex":[0.9980086,0.000242605,0.0005488903,0.0003428295,0.0003257727,0.0005312959],"domain_scores_gemma":[0.9988828,0.00002753814,0.0002191378,0.0005007231,0.000002008619,0.0003677819],"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":[0.000001725396,0.0002318306,0.004289688,0.003816396,0.00001483497,0.000001322554,0.00006031121,4.108835e-7,0.0006518623,0.00008249296,0.5937038,0.3971454],"study_design_scores_gemma":[0.0002132099,0.00008317985,0.04168488,0.001851937,0.00001243938,0.00003056633,0.00001238975,0.000008243394,0.00006819865,0.0001595122,0.9556469,0.0002285975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02839957,0.9549401,0.0000163265,0.009300639,0.0001336584,0.003300772,0.00009325691,0.0001677883,0.003647832],"genre_scores_gemma":[0.3590157,0.579651,0.001151341,0.05564446,0.000131485,0.0006560779,0.0003784782,0.0001743158,0.003197149],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3969167,"threshold_uncertainty_score":0.9599006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944022943661781,"score_gpt":0.3013925428732587,"score_spread":0.2819523134366408,"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."}}