{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008341238,0.0002032917,0.0004280255,0.00002846834,0.0001115045,0.00000416488,0.0002086319,0.00002936622,0.01484925],"category_scores_gemma":[0.00001696358,0.0001281691,0.0001099034,0.00009736183,0.0001135927,0.0001759877,0.00009096327,0.00008747072,0.2276578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006398483,"about_ca_system_score_gemma":0.00003627185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006894741,"about_ca_topic_score_gemma":0.000004033564,"domain_scores_codex":[0.9979163,0.0002917944,0.000530626,0.0003821522,0.000348871,0.0005302744],"domain_scores_gemma":[0.9988075,0.00003567786,0.0002396899,0.0005702554,0.000001261995,0.0003455508],"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":[0.000007093383,0.0001171891,0.001886211,0.001490407,0.00001020289,0.000003205843,0.00001239379,2.682636e-8,0.001233927,0.0001879271,0.1595372,0.8355142],"study_design_scores_gemma":[0.000365776,0.00006253536,0.009519698,0.003937178,0.00001098627,0.00003141263,0.000001089699,2.158759e-7,0.0001269542,0.0001088521,0.9856635,0.0001718241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00907935,0.9587072,0.0002105239,0.02731209,0.0002129252,0.001811726,0.0004384783,0.00019661,0.002031131],"genre_scores_gemma":[0.1788693,0.7880667,0.0003780561,0.02970382,0.00009981734,0.0001141536,0.00005629922,0.0001136083,0.00259824],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8353424,"threshold_uncertainty_score":0.9860513,"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."}}