{"id":"W2802901241","doi":"10.3390/ht7020010","title":"Red Blood Cell Agglutination for Blood Typing Within Passive Microfluidic Biochips","year":2018,"lang":"en","type":"article","venue":"High-Throughput","topic":"Blood groups and transfusion","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche; Indigenous and Northern Affairs Canada; LABoratoires d’EXcellence ARCANE","keywords":"Biochip; Agglutination (biology); Blood typing; Microfluidics; Whole blood; Typing; Biomedical engineering; Computer science; Medicine; Materials science; Immunology; Nanotechnology; Antibody","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002577285,0.0002884923,0.0004116117,0.0001405249,0.0003437096,0.00003669705,0.0001346966,0.0002601638,0.0001240656],"category_scores_gemma":[0.00007383621,0.0002546636,0.0001625522,0.0003268469,0.0001671761,0.000133754,0.00004658732,0.0002290319,0.0000911941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003185743,"about_ca_system_score_gemma":0.0001195848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001545899,"about_ca_topic_score_gemma":0.00003005928,"domain_scores_codex":[0.9981744,0.00004996237,0.0004661978,0.0006074445,0.0002448364,0.0004571621],"domain_scores_gemma":[0.998769,0.00007895709,0.0001907114,0.0004668024,0.0003361748,0.0001583628],"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":[0.0004901647,0.001286782,0.001579205,0.0004216151,0.0003130401,0.00004350527,0.001387723,5.997238e-7,0.9784122,0.004350597,0.009949098,0.001765504],"study_design_scores_gemma":[0.009800338,0.002129449,0.003265544,0.000308931,0.001368184,0.0001053508,0.000144153,0.00006250806,0.9671589,0.001029395,0.01428273,0.0003444988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856171,0.001743829,0.005788365,0.002836121,0.0008986319,0.001182856,0.000047369,0.0002127571,0.001672947],"genre_scores_gemma":[0.9828555,0.0003905521,0.01302641,0.0007879169,0.001395152,0.000068004,0.0001681467,0.00007789728,0.0012304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125325,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314327830937267,"score_gpt":0.2444214674246653,"score_spread":0.2312781891152927,"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."}}