{"id":"W4280553641","doi":"10.21203/rs.3.rs-1651394/v1","title":"Contamination and carryover free handling of complex fluids using lubricant- infused pipette tips","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Pipette; Lubricant; Materials science; Adsorption; X-ray photoelectron spectroscopy; Lubrication; Chemical engineering; Surface tension; Nanotechnology; Chromatography; Analytical Chemistry (journal); Composite material; Chemistry; Biomedical engineering; Organic chemistry","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":[0.0003078989,0.0004071847,0.0002382964,0.0002607541,0.0001667467,0.0004007614,0.0003610379,0.0004079615,0.0004852758],"category_scores_gemma":[0.0009191061,0.0001720842,0.0002857361,0.000170146,0.0002593137,0.0003323719,0.0003810544,0.0002697918,0.0002822611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569675,"about_ca_system_score_gemma":0.0001476517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002373016,"about_ca_topic_score_gemma":0.0002517442,"domain_scores_codex":[0.9995599,0.00005304123,0.00003971017,0.00008074773,0.0002208735,0.00004566104],"domain_scores_gemma":[0.9993261,0.0001423751,0.0002566409,0.000102164,0.0001347203,0.000038026],"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":[0.00003045887,0.00001020188,0.0003978316,0.00005037282,0.000005825385,0.0001258903,0.0000479454,0.00007710147,0.99497,0.00003207163,0.00003180624,0.004220371],"study_design_scores_gemma":[0.000002332759,0.0002027475,0.001235314,0.00000585347,0.00001030897,0.0002105783,0.0000170555,0.000949966,0.9965036,0.00001363845,0.0008421303,0.000006397586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740079,0.001212879,0.02372297,0.00006506495,0.00005758957,0.00005217685,0.00008931002,0.0003283015,0.0004638615],"genre_scores_gemma":[0.9708007,0.0006675772,0.02723554,0.00005352432,0.00001880124,0.00003427383,0.0001570936,0.00004453321,0.0009881218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004852758,"threshold_uncertainty_score":0.001628339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015389929514613,"score_gpt":0.3468094696764469,"score_spread":0.2452704767249856,"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."}}