{"id":"W2115959992","doi":"10.1016/j.nantod.2011.11.002","title":"Spatially heterogeneous carbon-fiber papers as surface dendrite-free current collectors for lithium deposition","year":2012,"lang":"en","type":"article","venue":"Nano Today","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":169,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Materials Research Science and Engineering Center, Harvard University","keywords":"Materials science; Deposition (geology); Electrolyte; Dendrite (mathematics); Current density; Lithium (medication); Current collector; Electrode; Carbon fibers; Chemical engineering; Nanotechnology; Composite material; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001434912,0.000244052,0.0002316349,0.00004793922,0.00008020725,0.00004082598,0.0002006632,0.000106678,0.0003530739],"category_scores_gemma":[0.00005743784,0.0002516535,0.00005144548,0.0001019692,0.00002292215,0.0001443532,0.00006124544,0.00007505922,0.00006856064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264588,"about_ca_system_score_gemma":0.00001898088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002227339,"about_ca_topic_score_gemma":0.00001705581,"domain_scores_codex":[0.9987228,0.00004112666,0.0003026263,0.0001940267,0.000215351,0.0005240752],"domain_scores_gemma":[0.9993213,0.00008689857,0.00005602791,0.0003694105,0.0000482461,0.0001181302],"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":[0.000114154,0.0001649917,0.001964127,0.0004264637,0.0001648846,0.000005757807,0.0006751004,0.04213074,0.9406952,0.00008379532,0.006757211,0.006817577],"study_design_scores_gemma":[0.0009724487,0.0001159806,0.0002538596,0.0000921184,0.00007749193,0.00002532263,0.000009861001,0.000550457,0.9066809,0.0001069155,0.09051731,0.0005972634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876261,0.001515046,0.0007304973,0.00003751677,0.005542464,0.0006951003,0.00009480536,0.0003055515,0.003452888],"genre_scores_gemma":[0.9954078,0.00005582392,0.002925985,0.00006386021,0.0004647535,0.0001193455,0.00004853385,0.00009594904,0.0008179009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08376011,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214929572266392,"score_gpt":0.2470491443698372,"score_spread":0.2348998486471733,"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."}}