{"id":"W1988603287","doi":"10.1039/c1lc90069b","title":"Education: A modular approach to microfluidics in the teaching laboratory","year":2011,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glycemic Index Laboratories","funders":"Directorate for STEM Education; University of California, Santa Barbara; West Virginia University","keywords":"Microfluidics; Modular design; Engineering ethics; Engineering; Graduate students; Mathematics education; Computer science; Biological engineering; Engineering management; Nanotechnology; Pedagogy; Psychology; Bioinformatics; Biology; 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":[0.0002363268,0.0001184753,0.00009283745,0.0000858179,0.00007157997,0.00002094517,0.0002982732,0.00005397315,0.00002155052],"category_scores_gemma":[0.00001140362,0.00009563394,0.00002627379,0.0003062678,0.0000133329,0.00003316315,0.00001316059,0.0002599901,0.0001058433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004972014,"about_ca_system_score_gemma":0.00004285704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002705207,"about_ca_topic_score_gemma":0.000001346221,"domain_scores_codex":[0.999347,0.00005860287,0.0001380395,0.0001642352,0.0001004765,0.0001916761],"domain_scores_gemma":[0.9994983,0.00001454907,0.00001161045,0.0004070964,0.00001585018,0.00005257835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000155803,0.0006705511,0.0003724499,0.00005840859,0.00002884757,0.000002230086,0.01628608,0.00002619512,0.434635,0.1718944,0.3712573,0.004752936],"study_design_scores_gemma":[0.0002873123,0.00008921657,0.01105381,0.00004707425,0.00002283438,0.00001722222,0.002061454,0.0002281768,0.08020046,0.001695763,0.9037846,0.0005120891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765419,0.01213188,0.001569502,0.0001941851,0.00009469682,0.0004428877,0.000009767075,0.0001334393,0.1088818],"genre_scores_gemma":[0.9954206,0.00140462,0.0007693865,0.001898791,0.000103797,0.000247695,0.00001316755,0.0000294974,0.0001124046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5325273,"threshold_uncertainty_score":0.3899839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291946244858627,"score_gpt":0.2079902666450022,"score_spread":0.1950708041964159,"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."}}