{"id":"W4361269618","doi":"10.1002/tcr.202200266","title":"Bioresource Polymer Composite for Energy Generation and Storage: Developments and Trends","year":2023,"lang":"en","type":"review","venue":"The Chemical Record","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Composite number; Energy storage; Materials science; Environmental science; Composite material; Physics","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":[0.0002626288,0.0002472183,0.0005823562,0.00008229774,0.0001736543,0.00007985345,0.000268887,0.0002282525,0.00002686983],"category_scores_gemma":[0.00002795473,0.0001585916,0.00008134764,0.0003455352,0.0002393437,0.00002621768,0.0002090459,0.0001166458,0.00001984545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007663851,"about_ca_system_score_gemma":0.00004821985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002037118,"about_ca_topic_score_gemma":0.000003931819,"domain_scores_codex":[0.9986429,0.00005730447,0.0003933359,0.0004545755,0.0001708465,0.0002809922],"domain_scores_gemma":[0.998958,0.000456521,0.0001909514,0.0002488678,0.00002435885,0.0001212988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004308179,0.00001111175,1.449773e-7,0.0004860146,0.00002526001,3.698923e-7,0.00001564167,2.575939e-9,0.07197017,0.000423571,0.004128209,0.9229352],"study_design_scores_gemma":[0.0001099473,0.0000176779,5.316983e-7,0.0004056273,0.000188101,0.00001909367,8.978126e-7,0.0000247753,0.02757744,0.000221278,0.9712047,0.0002299166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006305928,0.9966422,0.001573492,0.000312471,0.0002005633,0.0003112768,0.0001122791,0.000111856,0.0001053232],"genre_scores_gemma":[0.00001725776,0.9896069,0.00539939,0.0001454878,0.000412304,0.0006368388,0.0003711813,0.00005820211,0.003352484],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9670765,"threshold_uncertainty_score":0.6467178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05349209035937078,"score_gpt":0.3221840548727249,"score_spread":0.2686919645133541,"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."}}