{"id":"W2037742626","doi":"10.1016/j.jcyt.2013.01.198","title":"Stemvision™: a bench-top instrument for auto-mated and standardized counting of all hematopoietic colony types in CFU assays of human bone marrow, cord blood and mobilized peripheral blood cells","year":2013,"lang":"en","type":"article","venue":"Cytotherapy","topic":"Digital Imaging for Blood Diseases","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Haematopoiesis; Bone marrow; Cord blood; Progenitor cell; Colony-forming unit; Andrology; Biology; Immunology; Myeloid; Peripheral blood; CFU-GM; Blood cell; Molecular biology; Stem cell; Medicine; Cell biology","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":[],"consensus_categories":[],"category_scores_codex":[0.003010237,0.002002101,0.001669892,0.004360384,0.001539694,0.00143772,0.002537891,0.001666785,0.01222614],"category_scores_gemma":[0.00222279,0.001529863,0.00104791,0.001777859,0.001150748,0.001205621,0.001795194,0.002602232,0.008937312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006012683,"about_ca_system_score_gemma":0.001945666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008475594,"about_ca_topic_score_gemma":0.002528224,"domain_scores_codex":[0.9952603,0.0006252826,0.0004615651,0.0009574738,0.002364974,0.000330505],"domain_scores_gemma":[0.9977639,0.000682238,0.0002342178,0.0004211185,0.0006217621,0.0002769099],"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":[0.0003530819,0.0002999674,0.002914598,0.000335607,0.00006069794,0.0001093305,0.0003129381,0.0003448441,0.9215285,0.001608242,0.0089791,0.06315298],"study_design_scores_gemma":[0.00007766459,0.0006634213,0.009699792,0.0001177531,0.000204251,0.0009761921,0.0001392947,0.01035788,0.9180357,0.0007798354,0.05876652,0.0001817296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04354272,0.001225952,0.9187991,0.000269213,0.0004005241,0.001589405,0.005104901,0.02167124,0.007396873],"genre_scores_gemma":[0.05005043,0.001384352,0.910697,0.0004727502,0.0001997507,0.005504228,0.009156316,0.001851483,0.02068359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01222614,"threshold_uncertainty_score":0.04090047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209514851980927,"score_gpt":0.2559543717615878,"score_spread":0.2438592232417785,"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."}}