{"id":"W4386195373","doi":"10.1002/admt.202300705","title":"Low‐Cost and High‐Speed Fabrication of Camouflage‐Enabling Microfluidic Devices using Ultrahigh Molecular Weight Polyethylene","year":2023,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Polydiacetylene-based materials and applications","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Ministère de la Défense Nationale","keywords":"Microfluidics; Opacity; Materials science; Fabrication; Camouflage; Nanotechnology; Optoelectronics; Polymer; Optics; Computer science; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001615894,0.000273734,0.0004460119,0.0002027712,0.0001450313,0.00006568329,0.0003476116,0.0002631115,0.00007824957],"category_scores_gemma":[0.0001658766,0.0002648594,0.00004196793,0.000426377,0.0002356109,0.0001919804,0.0002241287,0.00008104423,0.00001657001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005033632,"about_ca_system_score_gemma":0.00003692498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001135778,"about_ca_topic_score_gemma":0.000001502647,"domain_scores_codex":[0.9984102,0.00001816918,0.000526307,0.0004733332,0.0001579241,0.00041412],"domain_scores_gemma":[0.9987977,0.00007294508,0.0003833088,0.0006070816,0.0000995309,0.00003942426],"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":[0.00002700504,0.0000289328,0.00006024508,0.0003729966,0.00002478502,0.000005702278,0.00001992936,0.00004027538,0.9929773,0.00142508,0.000025695,0.004992043],"study_design_scores_gemma":[0.0004243981,0.00001241783,0.0001342728,0.0001797011,0.00004378506,0.000005749004,0.0003784589,0.00001251774,0.9954689,0.002230206,0.0008315447,0.0002780556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952294,0.001669614,0.0007073884,0.0002801788,0.0001532591,0.0002440327,0.0003523932,0.001327194,0.00003660053],"genre_scores_gemma":[0.9920403,0.00410951,0.00342915,0.00002173821,0.00004131956,0.000102514,0.0001683091,0.00005173123,0.00003542416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004713987,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133862824165054,"score_gpt":0.2554788184977355,"score_spread":0.244140190256085,"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."}}