{"id":"W1978643118","doi":"10.1016/j.jim.2005.07.010","title":"Sensitive detection using microfluidics technology of single cell PCR products from high and low abundance IgH VDJ templates in multiple myeloma","year":2005,"lang":"en","type":"article","venue":"Journal of Immunological Methods","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microfluidics; Polymerase chain reaction; Capillary electrophoresis; Template; Biology; Microfluidic chip; Molecular biology; Computational biology; Genetics; Gene; Nanotechnology; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004054783,0.0001637295,0.0004315067,0.0002478968,0.00005546456,0.00001351404,0.0001396922,0.0002521788,0.000007270934],"category_scores_gemma":[0.0002241886,0.0001399659,0.00005273497,0.000465091,0.00015702,0.0001082522,0.00004468099,0.0004366064,0.000001210706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150465,"about_ca_system_score_gemma":0.00002356012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000223253,"about_ca_topic_score_gemma":0.000001725792,"domain_scores_codex":[0.9987699,0.0001647051,0.0005924581,0.0001684555,0.00008542634,0.0002189946],"domain_scores_gemma":[0.9991218,0.0002831415,0.0002359832,0.0001639948,0.0001626984,0.00003234038],"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":[0.00006193521,0.00008972416,0.0002003882,0.00001730439,0.00004288342,0.00000648253,0.00009338428,0.0001368591,0.9401115,0.00001333752,0.00001712667,0.05920907],"study_design_scores_gemma":[0.0004691152,0.0002081643,0.004532934,0.0000634328,0.00002952945,0.0001058256,0.0001647697,0.000572183,0.9918656,0.0004168876,0.001435629,0.0001358656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.860443,0.07568321,0.06352839,0.0001002818,0.00009131419,0.0001092065,0.000005547283,0.00002939513,0.000009663273],"genre_scores_gemma":[0.8167143,0.01571619,0.1674745,0.00001051444,0.00006267741,0.000002440096,9.9133e-7,0.00001551787,0.000002847931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039461,"threshold_uncertainty_score":0.5707642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689958433185976,"score_gpt":0.2480279149588588,"score_spread":0.2311283306269991,"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."}}