{"id":"W4235866056","doi":"10.5864/d2019-001","title":"Branch Updates","year":2019,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute of Public Health Inspectors","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":[0.002193352,0.001153061,0.00115395,0.004226463,0.001810383,0.005596972,0.002253795,0.005308354,0.6224476],"category_scores_gemma":[0.01093078,0.0005785658,0.0009729576,0.002804023,0.0006275013,0.00266182,0.002582508,0.004853238,0.4829984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208639,"about_ca_system_score_gemma":0.006225291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009835956,"about_ca_topic_score_gemma":0.02126127,"domain_scores_codex":[0.9980307,0.000199689,0.00007963066,0.000199419,0.00121357,0.0002770198],"domain_scores_gemma":[0.9919387,0.000834604,0.000364555,0.0007231997,0.004622666,0.001516263],"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":[0.000006915676,0.000006972163,0.00001767736,0.00003024269,5.850712e-7,0.00000570438,0.000002219495,0.000004302091,0.00001496715,0.0002016742,0.986946,0.01276268],"study_design_scores_gemma":[0.000005069476,0.000003402262,0.0001089469,0.00004584258,0.000001288907,0.000006622073,0.0000072764,0.000006872024,0.00001543087,0.000134135,0.9996636,0.000001591486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002914864,0.00986076,0.0006647674,0.06066212,0.1176699,0.0003437439,0.006016832,0.001981588,0.8025088],"genre_scores_gemma":[0.0007798168,0.003773903,0.0003949395,0.01443818,0.01380841,0.0001199556,0.002530955,0.0002570506,0.9638968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3775524,"threshold_uncertainty_score":0.5385326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595613355284157,"score_gpt":0.3057436393163235,"score_spread":0.2897875057634819,"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."}}