{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003000522,0.0001413902,0.0002133874,0.00004996894,0.0001918477,0.0002233348,0.0001298542,0.00009107205,0.000001841786],"category_scores_gemma":[0.00005620034,0.00009207075,0.00005720552,0.00007141758,0.00006076807,0.000271949,0.00001606016,0.0001101102,8.697795e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000594215,"about_ca_system_score_gemma":0.00002755607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001364279,"about_ca_topic_score_gemma":1.064899e-7,"domain_scores_codex":[0.9991416,0.00002701554,0.0003993059,0.00008981224,0.000141482,0.0002008392],"domain_scores_gemma":[0.9995926,0.00004598677,0.0001152863,0.00009983491,0.00009983582,0.00004643432],"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":[0.0001236947,0.00003216172,0.0000385803,0.00001469628,0.00002586195,0.000002785851,0.0002741283,0.00001592377,0.975494,0.000100241,0.009730735,0.0141472],"study_design_scores_gemma":[0.001421794,0.0002360707,0.00009097231,0.00009305238,0.00002288485,0.000058488,0.0003271458,0.002574272,0.9600245,0.0002626429,0.03475153,0.0001366258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8446393,0.0567283,0.09744058,0.0003935217,0.000269571,0.0003614233,0.000002270323,0.0001460055,0.00001901924],"genre_scores_gemma":[0.9735354,0.006499266,0.0197024,0.0001071144,0.00006596304,0.000002624457,0.000001830973,0.00002276132,0.00006266462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1288961,"threshold_uncertainty_score":0.3754536,"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."}}