{"id":"W4244812148","doi":"10.1002/cyto.a.20590","title":"Journal roundup","year":2008,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Shadow (psychology); Human immunodeficiency virus (HIV); Library science; Data science; Computer science; Medicine; Virology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002146624,0.00006843877,0.0001568662,0.000323941,0.0002107261,0.00002505343,0.00008667081,0.00004525008,0.004595555],"category_scores_gemma":[0.0004219196,0.00005396624,0.0001923229,0.0004877437,0.00009525301,0.0001224846,0.0000292248,0.0003497114,0.001672941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006668645,"about_ca_system_score_gemma":0.000123121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000518437,"about_ca_topic_score_gemma":0.000001311278,"domain_scores_codex":[0.9990427,0.00003575315,0.0001942091,0.0001042607,0.0003451461,0.0002779182],"domain_scores_gemma":[0.9992583,0.00002950308,0.00003260505,0.0001819887,0.0001404354,0.0003571166],"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":[0.00006616592,0.0002768157,0.05655952,0.00002543299,0.0001023044,0.000755993,0.0001223106,2.113361e-7,0.003074086,0.00008713683,0.9298968,0.009033194],"study_design_scores_gemma":[0.001588492,0.002559465,0.04801165,0.0001574593,0.00003123585,0.007693797,0.0001582899,0.0001572867,0.002641417,0.00008440673,0.9367958,0.0001206974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8625604,0.001232085,0.002841362,0.001250911,0.0001786735,0.0001415349,0.00000767677,0.00006180901,0.1317256],"genre_scores_gemma":[0.8338975,0.0003246616,0.0004369288,0.0001702734,0.0006272515,0.000006780155,0.000009352099,0.00001187498,0.1645154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03278981,"threshold_uncertainty_score":0.9991044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07142050625279303,"score_gpt":0.3668671655802899,"score_spread":0.2954466593274968,"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."}}