{"id":"W4389882427","doi":"10.32920/24625194","title":"Oil-free Microfluidic Spheroid Generation for Cancer Drug Testing","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; CARE Canada","funders":"","keywords":"Doxorubicin; Microfluidics; Polyethylene glycol; Drug delivery; Dextran; Drug; Spheroid; Chemistry; Biomedical engineering; Materials science; Nanotechnology; Biophysics; Chromatography; Pharmacology; Chemotherapy; Medicine; In vitro; Biochemistry; Surgery; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002568247,0.000421421,0.0002706032,0.0002764983,0.0001779758,0.0003083301,0.0003372025,0.0003913663,0.002811618],"category_scores_gemma":[0.0002506428,0.000163369,0.0002415479,0.0001923764,0.000251744,0.0003223781,0.0003033734,0.0004086284,0.0009918464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003850763,"about_ca_system_score_gemma":0.000264087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003584563,"about_ca_topic_score_gemma":0.0006256507,"domain_scores_codex":[0.999805,0.00001817768,0.00001330691,0.00005367814,0.00008469953,0.00002499543],"domain_scores_gemma":[0.999871,0.00003832741,0.00002448238,0.000025029,0.00002587295,0.00001533954],"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":[0.00003485454,0.00002073881,0.00009149293,0.00005213811,0.00000321691,0.00004195136,0.00002690064,0.0004742299,0.9907172,0.00062766,0.0004231792,0.007486345],"study_design_scores_gemma":[0.000007237366,0.00004370243,0.0001905771,0.000003173099,0.000002505624,0.00003539684,0.000005073282,0.003212559,0.9920042,0.0001113778,0.00437809,0.00000610183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5457142,0.003744294,0.422289,0.0007568954,0.0005849459,0.001106735,0.006716522,0.00411437,0.01497294],"genre_scores_gemma":[0.7523655,0.002505211,0.2265476,0.0002488356,0.00006723885,0.0009038761,0.003259459,0.0003220415,0.01378028],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002811618,"threshold_uncertainty_score":0.009405792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06382572021734245,"score_gpt":0.2855334249065485,"score_spread":0.2217077046892061,"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."}}