{"id":"W4402598349","doi":"10.5864/d2024-017","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":"","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008313113,0.0002040404,0.0003738574,0.00004605235,0.0001014028,0.00002449968,0.00015831,0.00002936483,0.01140783],"category_scores_gemma":[0.000007716722,0.0001738782,0.000133227,0.0002154206,0.000076351,0.0001784954,0.0000745197,0.000228185,0.189745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005551768,"about_ca_system_score_gemma":0.00005587992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001541805,"about_ca_topic_score_gemma":0.000003370682,"domain_scores_codex":[0.9981406,0.0001950515,0.0004794062,0.000421672,0.0003284031,0.0004348374],"domain_scores_gemma":[0.999267,0.00004103281,0.00006842545,0.0003726528,6.929133e-7,0.0002501736],"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":[0.000002668064,0.00009973659,0.0003251593,0.0172963,0.00002616854,0.00002014885,0.00009728762,5.242729e-7,0.0003076178,0.0005577697,0.4465794,0.5346873],"study_design_scores_gemma":[0.00006322781,0.00005574915,0.001373938,0.007078711,0.00002220133,0.0000684861,0.00000532481,0.00002304737,0.00004424793,0.0001253017,0.9909832,0.0001565353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002081729,0.9881563,0.00002690562,0.005904217,0.0002700203,0.0009100934,0.0002076593,0.0002756623,0.002167368],"genre_scores_gemma":[0.1682983,0.8122854,0.0003249627,0.01534646,0.0001683693,0.0001337234,0.0003454332,0.0001525066,0.002944915],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5444039,"threshold_uncertainty_score":0.9894959,"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."}}