{"id":"W2138375855","doi":"10.1002/cyto.a.22018","title":"FCS 3.1 Implementation Guidance","year":2012,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institutes of Health; Michael Smith Health Research BC; International Society for Advancement of Cytometry","keywords":"Software; Computer science; Flexibility (engineering); Software engineering; World Wide Web; Data science; Operating system; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001679536,0.00009197721,0.00007547178,0.00003605379,0.0000589814,0.00001431405,0.00009365391,0.00007149595,0.0001223762],"category_scores_gemma":[0.00002119092,0.0000909555,0.00005587811,0.0001221245,0.00002763782,0.000005812904,0.00002939305,0.00004302384,0.00006358412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001109423,"about_ca_system_score_gemma":0.00001803223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000841187,"about_ca_topic_score_gemma":0.000008277103,"domain_scores_codex":[0.9993433,0.00002684665,0.0001376356,0.0001428182,0.00008772294,0.0002616426],"domain_scores_gemma":[0.999646,0.000005178537,0.00003866465,0.0001907956,0.00003076022,0.00008858874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002358738,0.00007246046,0.2362719,0.00001159719,0.00002693024,5.063648e-7,0.00005760247,0.000001903583,0.7474107,0.0001062057,0.01129001,0.004726606],"study_design_scores_gemma":[0.0004483501,0.00009656516,0.03797258,0.00000373148,0.00001462891,0.000009823407,0.00008177102,0.000005810543,0.5431006,0.00001231497,0.4180771,0.000176745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905947,0.001279309,0.004896952,0.00004595329,0.0005872234,0.0000921439,0.00001681855,0.00001743526,0.002469423],"genre_scores_gemma":[0.997358,0.00007081415,0.0006692191,0.000377196,0.0008089313,0.00001479209,0.0001356516,0.00001571528,0.000549735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4067871,"threshold_uncertainty_score":0.3709058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352893627197443,"score_gpt":0.3017330636875474,"score_spread":0.278204127415573,"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."}}