{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001639107,0.001030646,0.001076138,0.003489697,0.001563308,0.003863478,0.001944168,0.00364124,0.7506114],"category_scores_gemma":[0.007996142,0.0005455041,0.0008370844,0.001935612,0.0003766415,0.002264973,0.002113982,0.003176887,0.6437123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220097,"about_ca_system_score_gemma":0.003621701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006152974,"about_ca_topic_score_gemma":0.01677882,"domain_scores_codex":[0.9985849,0.0001451499,0.00005546058,0.0001540538,0.0008850915,0.0001753887],"domain_scores_gemma":[0.9936355,0.0006888427,0.0002589307,0.000542942,0.003691023,0.00118275],"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":[0.00001062357,0.00001585699,0.00002850793,0.00002596815,6.575361e-7,0.000008235847,0.000003181428,0.000007940031,0.00003229647,0.0001815836,0.98218,0.01750528],"study_design_scores_gemma":[0.000008443427,0.00000643453,0.0001608936,0.00003923779,0.000001805139,0.000007937897,0.000008383666,0.00001557097,0.00003045514,0.0001945471,0.9995242,0.000002115338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004383281,0.00387939,0.0009376977,0.02425183,0.04926827,0.0004262461,0.007330967,0.003170379,0.9102969],"genre_scores_gemma":[0.0005436378,0.001171577,0.0003340757,0.005120081,0.005046062,0.00009382077,0.002505016,0.000282934,0.9849029],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2493886,"threshold_uncertainty_score":0.3557225,"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."}}