{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001600238,0.001213875,0.001034987,0.002518598,0.001886118,0.004311901,0.00143083,0.003508274,0.6384748],"category_scores_gemma":[0.0082504,0.0006308919,0.0009207104,0.001417133,0.0004512736,0.002426116,0.002657149,0.002853043,0.4751667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007637623,"about_ca_system_score_gemma":0.002192693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365844,"about_ca_topic_score_gemma":0.004495487,"domain_scores_codex":[0.9988652,0.0001603944,0.0001071965,0.000130379,0.0005672096,0.0001695357],"domain_scores_gemma":[0.9895855,0.001126099,0.0004964072,0.0006914697,0.005009002,0.003091502],"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":[0.0000212422,0.00002361266,0.00005202362,0.00006241722,0.000001292916,0.00003166425,0.000004810488,0.000009516005,0.00006939463,0.0001644232,0.9740971,0.02546242],"study_design_scores_gemma":[0.00001678935,0.00001964026,0.0004076939,0.00005716805,0.000001863915,0.0000388302,0.0000259096,0.00002954553,0.00007344893,0.0002247038,0.9990981,0.000006402918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008927853,0.002872451,0.001746982,0.05832153,0.5400317,0.00110682,0.003422014,0.002199909,0.3894057],"genre_scores_gemma":[0.001783521,0.001759586,0.001003473,0.01889134,0.1159824,0.0003046815,0.001621391,0.0005539997,0.8580996],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.6384748,"threshold_uncertainty_score":0.5156718,"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."}}