{"id":"W4243633247","doi":"10.5864/d2016-025","title":"Branch Update","year":2016,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute of Public Health Inspectors; University of Saskatchewan","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001817311,0.0009473992,0.0009451691,0.003450122,0.001061134,0.003880178,0.001767538,0.003057443,0.4444267],"category_scores_gemma":[0.008028956,0.0004383998,0.0007468335,0.002318541,0.0003259103,0.002557837,0.002079252,0.003034077,0.3706321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001526206,"about_ca_system_score_gemma":0.004817508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007024057,"about_ca_topic_score_gemma":0.01709336,"domain_scores_codex":[0.9987953,0.0001434865,0.00007696362,0.0001242127,0.000692355,0.000167725],"domain_scores_gemma":[0.9934745,0.000634895,0.0003170413,0.0003626275,0.003929389,0.001281395],"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":[0.00001472026,0.0000133409,0.00005362044,0.00003661663,0.000001040757,0.00001276559,0.000003719877,0.000009342973,0.0000222356,0.0001693632,0.9739048,0.02575845],"study_design_scores_gemma":[0.00000852031,0.000006524741,0.0002012057,0.00008004361,0.000002588878,0.00001959612,0.000008272711,0.00001174316,0.00002277521,0.0001967065,0.9994401,0.000001931141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001026435,0.03193041,0.001792197,0.08276536,0.128715,0.0004216156,0.01826911,0.003031515,0.7320483],"genre_scores_gemma":[0.001784887,0.01370972,0.001023513,0.01655152,0.01885917,0.0002216427,0.009664556,0.0005009613,0.9376841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5555733,"threshold_uncertainty_score":0.7924579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346266827297537,"score_gpt":0.315845120410879,"score_spread":0.2923824521379036,"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."}}