{"id":"W4386456735","doi":"10.3390/mps6050080","title":"A Micropillar Array Based Microfluidic Device for Rare Cell Detection and Single-Cell Proteomics","year":2023,"lang":"en","type":"article","venue":"Methods and Protocols","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Microfluidics; Proteomics; Single-cell analysis; Nanotechnology; Circulating tumor cell; Cell; Computational biology; Computer science; Materials science; Chemistry; Biology; Cancer; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006737717,0.0002191282,0.0002537543,0.0001471065,0.000152947,0.00009361562,0.00009743345,0.0002358614,0.000003079948],"category_scores_gemma":[0.00007051772,0.0001967304,0.00005319247,0.0002766147,0.0000699263,0.00004962792,0.00004083443,0.0001497042,0.000003926332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003024451,"about_ca_system_score_gemma":0.00001704328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005219981,"about_ca_topic_score_gemma":0.000001102994,"domain_scores_codex":[0.999018,0.00008989741,0.0002312432,0.0002938961,0.0000563629,0.0003105669],"domain_scores_gemma":[0.9994477,0.0001810393,0.00004896707,0.0002213803,0.00004598145,0.00005495424],"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":[0.00003417942,0.00001367698,0.00005780207,0.001036716,0.000005844877,0.00000156713,0.00005755964,0.000002963715,0.9392213,0.000001997774,0.001147042,0.0584193],"study_design_scores_gemma":[0.0006351043,0.0001926553,0.00002984172,0.0000826106,0.0000142737,0.000005669777,0.00006804105,0.001508146,0.8365757,0.0003267766,0.1603415,0.0002196651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09167784,0.001968237,0.8532662,0.0001334222,0.0001049474,0.05131224,0.00004020831,0.001336547,0.0001604001],"genre_scores_gemma":[0.0166094,0.0003386174,0.9416113,0.0001047871,0.00009162928,0.04095626,0.00001329334,0.0001036663,0.0001710163],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1591945,"threshold_uncertainty_score":0.8022433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04622232357008786,"score_gpt":0.3149109572018808,"score_spread":0.2686886336317929,"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."}}