{"id":"W2142072629","doi":"10.1039/c4ra05072j","title":"3D printed modules for integrated microfluidic devices","year":2014,"lang":"en","type":"article","venue":"RSC Advances","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Microfluidics; 3d printed; 3D printing; Nanotechnology; Materials science; Computer science; Engineering; Biomedical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002052837,0.0001743398,0.0001825151,0.0001176169,0.00006562704,0.00002343757,0.0001724129,0.00007361182,0.00002384868],"category_scores_gemma":[0.00006180147,0.000155987,0.00003622578,0.0003519133,0.00006504065,0.0002324475,0.00001867286,0.0001075904,0.00001814521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006271221,"about_ca_system_score_gemma":0.000009559184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002763798,"about_ca_topic_score_gemma":0.000001003959,"domain_scores_codex":[0.99922,0.00001052699,0.0002776814,0.0001839083,0.00007958269,0.0002282906],"domain_scores_gemma":[0.999519,0.00004504726,0.00005011033,0.0001794214,0.0001845077,0.00002190973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002115064,0.0000226998,0.0002825926,0.0002612195,0.00004326496,4.282027e-7,0.0001013375,0.00006792693,0.5528616,0.03473409,0.01340192,0.3982018],"study_design_scores_gemma":[0.0001482033,0.00003338764,0.000112939,0.00004133912,0.000005695779,0.00000204251,0.00003756625,0.003555998,0.4404691,0.001537445,0.5539092,0.0001471026],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02319312,0.003660061,0.9684101,0.00003799599,0.0003114078,0.0002623213,0.00002611161,0.0007354788,0.003363414],"genre_scores_gemma":[0.9537649,0.0002577382,0.04501023,0.0002002695,0.0001590024,0.000127539,0.0001819988,0.0000512163,0.0002471059],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9305718,"threshold_uncertainty_score":0.6360965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037088958386447,"score_gpt":0.2499387965892196,"score_spread":0.2395679070053552,"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."}}