{"id":"W3115468565","doi":"10.1016/j.matlet.2020.129268","title":"Laser induction of graphene onto lignin-upgraded flexible polymer matrix","year":2020,"lang":"en","type":"article","venue":"Materials Letters","topic":"Supercapacitor Materials and Fabrication","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Polydimethylsiloxane; Polyimide; Graphene; Lignin; Laser; Polymer; Composite material; Nanotechnology; Optics; Layer (electronics); Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003125616,0.0002486776,0.0004575614,0.00009398151,0.00009363335,0.0001107617,0.0003172169,0.0001151838,0.002180597],"category_scores_gemma":[0.00003565252,0.0002259116,0.00008174633,0.000235643,0.0001369781,0.0003970691,0.00008168444,0.00005099633,0.0004515264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003378083,"about_ca_system_score_gemma":0.00002268298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003843606,"about_ca_topic_score_gemma":0.000001404234,"domain_scores_codex":[0.9980323,0.0001965329,0.0006315371,0.00044176,0.0003469639,0.000350923],"domain_scores_gemma":[0.9991862,0.00002820836,0.0002632477,0.0003316816,0.00005836233,0.00013229],"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":[0.00008736624,0.00003501652,0.0001139483,0.00008090855,0.00001340903,0.000002832793,0.0005556458,0.00001335232,0.9938585,0.0002716534,0.004903131,0.0000641915],"study_design_scores_gemma":[0.0004515314,0.00007240214,0.001107193,0.00002659829,0.00003461649,0.000005753292,0.0001237433,0.000006386129,0.9974548,0.00003752624,0.0004285547,0.0002508522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934769,0.00006951302,0.0003764891,0.003355062,0.002016117,0.0002720217,0.0001751657,0.000215212,0.00004350542],"genre_scores_gemma":[0.9959825,0.0000115605,0.0008967821,0.00204023,0.000884638,0.00004223399,0.00004907239,0.0000433035,0.00004965434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004474576,"threshold_uncertainty_score":0.9987316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302582295021061,"score_gpt":0.2383956474497585,"score_spread":0.2153698244995479,"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."}}