{"id":"W2105835932","doi":"10.3791/1418","title":"The Microfluidic Probe: Operation and Use for Localized Surface Processing","year":2009,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Microfluidics; Pipette; Nanotechnology; Inverted microscope; Microscope; Materials science; Chemistry; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005196081,0.0007695438,0.0005395316,0.00046877,0.0004450353,0.0005771068,0.001062592,0.001066775,0.003078073],"category_scores_gemma":[0.000576215,0.0004503845,0.0004206373,0.0003907145,0.0005708566,0.001010695,0.00067991,0.0009080094,0.002279976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005645063,"about_ca_system_score_gemma":0.0007631694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004505024,"about_ca_topic_score_gemma":0.0002911093,"domain_scores_codex":[0.9996217,0.00003014575,0.00002045592,0.0001349769,0.000151925,0.00004067161],"domain_scores_gemma":[0.9998529,0.00003333731,0.0000348999,0.00002773754,0.00002861011,0.00002242406],"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":[0.00007560895,0.00001854153,0.0001277257,0.0002400225,0.00000407178,0.0001023236,0.00005095833,0.0001484682,0.9431942,0.001922277,0.001792958,0.05232297],"study_design_scores_gemma":[0.00002050548,0.0002924086,0.001063553,0.00004475396,0.0000154457,0.001199738,0.00001837072,0.001471186,0.9279467,0.0003749584,0.06750068,0.00005169004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1257126,0.02349769,0.8168781,0.002166913,0.00111632,0.001346389,0.002936823,0.009840921,0.01650418],"genre_scores_gemma":[0.2492194,0.01142476,0.7128635,0.0007345923,0.000321199,0.002161045,0.001732206,0.0007287631,0.02081446],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003078073,"threshold_uncertainty_score":0.01029718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779386398087136,"score_gpt":0.3572981199816655,"score_spread":0.3295042560007941,"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."}}