{"id":"W4206653916","doi":"10.1002/cyto.b.22055","title":"Issue Highlights—January 2022","year":2022,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Genius; History; Art history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001886525,0.0004209574,0.0006410069,0.0004197484,0.0005967365,0.00006483527,0.00105005,0.0003850963,0.002452078],"category_scores_gemma":[0.0005785871,0.000434638,0.0006402334,0.001626573,0.0002934022,0.0000124536,0.0008389268,0.0009638814,0.0003873242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007122372,"about_ca_system_score_gemma":0.0001918443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001546494,"about_ca_topic_score_gemma":0.000005527127,"domain_scores_codex":[0.9955808,0.000590169,0.001149622,0.001204916,0.0007309553,0.0007435326],"domain_scores_gemma":[0.9977352,0.0002479447,0.0002799245,0.001175101,0.0001210159,0.0004408222],"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":[0.001613434,0.003357592,0.287761,0.0001081275,0.0007157766,0.0001889787,0.00006659544,0.0001227349,0.196673,0.0002854353,0.4929622,0.01614516],"study_design_scores_gemma":[0.00174153,0.001626544,0.01213839,0.000008606452,0.00007158444,0.00005309192,0.0001326834,0.00006188426,0.02221884,0.00006234974,0.9612278,0.0006567315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759682,0.003332359,0.001862174,0.00101973,0.007591775,0.0004842995,0.0003256805,0.0001529691,0.009262856],"genre_scores_gemma":[0.9781508,0.0008161916,0.0006388588,0.004234389,0.003180432,0.0001067162,0.0006607238,0.00009851246,0.01211338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4682656,"threshold_uncertainty_score":0.9998105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03452838650071985,"score_gpt":0.3207998984175248,"score_spread":0.2862715119168049,"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."}}