{"id":"W4232185508","doi":"10.1002/cyto.a.22288","title":"Graphical analysis of flow cytometer data for characterizing controlled fluorescent protein display on λ phage","year":2013,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fluorescence; Phage display; Computational biology; Biophysics; Chemistry; Computer science; Biology; Biochemistry; Physics; Optics","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":[0.0004548925,0.001330563,0.0006161668,0.002833339,0.0002814152,0.0008193018,0.000686612,0.0006093796,0.05643788],"category_scores_gemma":[0.002447714,0.0002474062,0.0006401739,0.001044535,0.0002450221,0.0003462569,0.0003981981,0.001007051,0.003702583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006667878,"about_ca_system_score_gemma":0.0006419876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002117177,"about_ca_topic_score_gemma":0.001693702,"domain_scores_codex":[0.9996767,0.0000611666,0.00003321602,0.00005908372,0.0001131327,0.0000566636],"domain_scores_gemma":[0.9974064,0.001503614,0.0003092929,0.0001437369,0.0005332022,0.0001038171],"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":[0.004204934,0.0007209834,0.01016999,0.004399485,0.0003537564,0.001234515,0.0006323657,0.02733483,0.5793114,0.0106227,0.1299272,0.2310877],"study_design_scores_gemma":[0.000595379,0.001080011,0.05383458,0.0006470678,0.0002623963,0.001103895,0.0003391593,0.3820315,0.4663463,0.009874668,0.08355799,0.0003269514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3096546,0.0008770723,0.3962653,0.005379713,0.001665769,0.001342365,0.1286744,0.136299,0.01984172],"genre_scores_gemma":[0.6696668,0.0009995387,0.2663905,0.001960616,0.0003732598,0.002001528,0.03373681,0.006533297,0.01833762],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05643788,"threshold_uncertainty_score":0.1888035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586991761762186,"score_gpt":0.2810152385615711,"score_spread":0.2551453209439493,"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."}}