{"id":"W4399261096","doi":"10.5864/d2024-008","title":"Branch Updates","year":2024,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Ministry of Agriculture","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":[0.001858308,0.001101518,0.001089121,0.003732892,0.001572686,0.004230398,0.001981714,0.004110905,0.7654686],"category_scores_gemma":[0.00880335,0.0006219127,0.0009140687,0.001858751,0.0003846311,0.00214482,0.002106412,0.003244918,0.6640222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235016,"about_ca_system_score_gemma":0.003875047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005898445,"about_ca_topic_score_gemma":0.01640628,"domain_scores_codex":[0.9983873,0.0001831692,0.00006171108,0.0001671655,0.001006063,0.0001945228],"domain_scores_gemma":[0.9931216,0.000762495,0.0002752918,0.0005544434,0.003920529,0.001365679],"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":[0.00001018219,0.00001618986,0.00002705014,0.00002468698,6.801838e-7,0.000007787216,0.000002653622,0.000008211123,0.00002761161,0.0001518243,0.9834467,0.01627641],"study_design_scores_gemma":[0.000009999785,0.000007050955,0.0001468666,0.0000411577,0.000001739689,0.000007822468,0.000007891568,0.00001580423,0.000024982,0.0001842586,0.9995502,0.000002205368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004027308,0.003356762,0.0008481333,0.0244632,0.05026501,0.0004383159,0.007415817,0.003127577,0.9096824],"genre_scores_gemma":[0.0004990184,0.001082568,0.0003234426,0.005601895,0.005459705,0.0001022333,0.002548143,0.0002894707,0.9840934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2345314,"threshold_uncertainty_score":0.3345305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354212497899681,"score_gpt":0.3403349560188291,"score_spread":0.3167928310398323,"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."}}