{"id":"W2268382623","doi":"10.1149/ma2013-02/50/2782","title":"Keynote--Review of Polymer Magnetic Nanocomposites for Microfluidics Applications","year":2013,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Characterization and Applications of Magnetic Nanoparticles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Microfluidics; Nanotechnology; Materials science; Nanocomposite; Polymer nanocomposite; Polymer; Composite material","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":[0.0006567843,0.0006693619,0.0005541209,0.0009582055,0.0003148084,0.0009108928,0.001134593,0.001131151,0.01427697],"category_scores_gemma":[0.000748703,0.0002111313,0.0003904972,0.0009361022,0.0002546481,0.001610464,0.0006304916,0.001432187,0.009800687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006361373,"about_ca_system_score_gemma":0.000602994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005952221,"about_ca_topic_score_gemma":0.00131372,"domain_scores_codex":[0.9997436,0.00002835103,0.00001872413,0.00004062252,0.000132407,0.00003623667],"domain_scores_gemma":[0.99957,0.00009447856,0.00004139348,0.00001346415,0.0002206403,0.00006005966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000502248,0.0002833527,0.000160629,0.01193172,0.0001039044,0.000688127,0.00007302721,0.0007026353,0.04740106,0.01356733,0.4853847,0.4392013],"study_design_scores_gemma":[0.00002690104,0.0001871313,0.0002534883,0.0003911859,0.00002326706,0.0003709577,0.00002302605,0.0001256661,0.0141571,0.001969528,0.9824577,0.0000140134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002258981,0.8746177,0.006095023,0.01174963,0.08151745,0.000105656,0.0003635028,0.0001534927,0.02313859],"genre_scores_gemma":[0.02283372,0.821179,0.003046785,0.007931615,0.04307066,0.0001201285,0.0007112342,0.0001004665,0.1010064],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01427697,"threshold_uncertainty_score":0.04776126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007837413267281514,"score_gpt":0.216588018408144,"score_spread":0.2087506051408624,"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."}}