{"id":"W1562626948","doi":"10.1002/cyto.b.21245","title":"Combined accurate platelet enumeration and reticulated platelet determination by flow cytometry","year":2015,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; London Health Sciences Centre","funders":"","keywords":"Enumeration; Flow cytometry; Platelet; Flow (mathematics); Chemistry; Computer science; Molecular biology; Biology; Mathematics; Immunology; Physics; Mechanics; Combinatorics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007488337,0.0007100905,0.001966294,0.0008342267,0.000263145,0.0003359865,0.0003510638,0.001278818,0.000375116],"category_scores_gemma":[0.02302708,0.0006223858,0.0004137176,0.003497773,0.0005174557,0.0009430585,0.000277483,0.001868397,0.0004809538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002202281,"about_ca_system_score_gemma":0.0003763484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001483422,"about_ca_topic_score_gemma":0.000004024,"domain_scores_codex":[0.9922397,0.001177257,0.003019688,0.001434212,0.001236258,0.0008928971],"domain_scores_gemma":[0.9894525,0.005202751,0.001130016,0.001165443,0.00110624,0.001943023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02220707,0.008147275,0.5347915,0.0008895029,0.002375525,0.001335867,0.0005064355,0.00003517738,0.01061329,0.0002848529,0.133709,0.2851045],"study_design_scores_gemma":[0.09007706,0.01553856,0.1492656,0.0007837362,0.001740498,0.0006291389,0.001125065,0.07946393,0.01753999,0.0007662037,0.6392053,0.003864904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855477,0.001264416,0.004954447,0.003753949,0.001641255,0.001194741,0.000424257,0.0004220121,0.0007972483],"genre_scores_gemma":[0.9890537,0.0006803404,0.002019573,0.005356499,0.001052599,0.00005114446,0.0009405867,0.0001135238,0.0007320889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5054963,"threshold_uncertainty_score":0.9996228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092094979514416,"score_gpt":0.4187494504224136,"score_spread":0.3095399524709721,"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."}}