{"id":"W4402423606","doi":"10.24908/iqurcp17849","title":"Microfluidics and Chip Development","year":2024,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"3D IC and TSV technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Microfluidics; Chip; Microfluidic chip; Organ-on-a-chip; Nanotechnology; Computer science; Materials science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007216365,0.0002342675,0.0002013521,0.0005387588,0.0001930447,0.0006763168,0.0003466968,0.0001873697,0.00001692405],"category_scores_gemma":[0.0001052581,0.0002117772,0.00002913057,0.0006859358,0.0005408685,0.000426023,0.0002664785,0.0008423364,0.000182471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733013,"about_ca_system_score_gemma":0.0001962883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001573885,"about_ca_topic_score_gemma":0.00000187418,"domain_scores_codex":[0.9980791,0.00001145515,0.0002627139,0.0004262596,0.0005090644,0.000711446],"domain_scores_gemma":[0.9993523,0.0001003112,0.0000110017,0.0001198255,0.0002610464,0.0001555045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002090621,0.00004270805,0.001924144,0.00280508,0.0003156247,0.00009816186,0.01114456,0.000003940883,0.09127979,0.4798246,0.07927306,0.3332674],"study_design_scores_gemma":[0.0004562503,0.000226167,0.00143434,0.001720743,0.00002666046,0.0001239736,0.007218939,0.01311079,0.3106165,0.2636931,0.4001245,0.001248027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433017,0.008688637,0.009886199,0.0132542,0.0005729332,0.0007051688,0.000006030773,0.004696629,0.01888853],"genre_scores_gemma":[0.9915649,0.006022808,0.001432511,0.00001383763,0.0001014515,0.0001009109,0.000004343609,0.00005153489,0.0007076521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3320194,"threshold_uncertainty_score":0.8636023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0787896741680134,"score_gpt":0.3289664441138436,"score_spread":0.2501767699458302,"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."}}