{"id":"W7133075194","doi":"","title":"Segregation, Capture and Recovery of Circulating Clonal Plasma Cells in Peripheral Blood of MM patients using Micropillar-integrated Microfluidic Device and its Cinical Applicability","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bone marrow; Microfluidics; Minimal residual disease; Multiple myeloma; Circulating tumor cell; Peripheral blood; Biomarker","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":[0.0003068062,0.0002527729,0.0002135082,0.0003148081,0.0002072561,0.000332615,0.0003409253,0.000506548,0.0003949484],"category_scores_gemma":[0.0004417849,0.0001850277,0.0003347694,0.0001749457,0.0001462903,0.0002197685,0.0002526442,0.0002658975,0.0001780428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002926345,"about_ca_system_score_gemma":0.0002844661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005417652,"about_ca_topic_score_gemma":0.000683251,"domain_scores_codex":[0.9998021,0.00002029424,0.00001795954,0.00006392437,0.00006188569,0.0000339204],"domain_scores_gemma":[0.9998778,0.00003595751,0.00002887815,0.00001234429,0.00003371096,0.00001134849],"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":[0.00006792697,0.00004090553,0.001096045,0.0001182931,0.00001199864,0.00008791014,0.00005772325,0.0005125211,0.9855908,0.0002207169,0.0003065575,0.01188861],"study_design_scores_gemma":[0.00001471903,0.0003653292,0.004698812,0.0000204882,0.000029962,0.0002743712,0.00005374985,0.009809625,0.9806624,0.00009662008,0.003933141,0.00004072677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312388,0.005792441,0.0574976,0.0006481725,0.0003714169,0.0001820802,0.0007296856,0.0007434879,0.002796272],"genre_scores_gemma":[0.9446543,0.002332175,0.04990635,0.0003538916,0.00006941086,0.0002360913,0.0003190805,0.00002251287,0.002106227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005417652,"threshold_uncertainty_score":0.002123177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245210705341026,"score_gpt":0.3295998479064962,"score_spread":0.3050787773723935,"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."}}