{"id":"W4210648201","doi":"10.3390/polym14030617","title":"Bioactive Graphene Quantum Dots Based Polymer Composite for Biomedical Applications","year":2022,"lang":"en","type":"review","venue":"Polymers","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Nanotechnology; Drug delivery; Materials science; Polymer; Nanomedicine; Graphene; Graphene quantum dot; Gene delivery; Nanomaterials; Nanoparticle; Chemistry; Composite material; Genetic enhancement","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000369169,0.0005293469,0.00129352,0.0005277994,0.0005784637,0.000095764,0.0008689632,0.0002488105,0.003605032],"category_scores_gemma":[0.00002097099,0.0004733701,0.0008849961,0.001066364,0.000427394,0.00006349256,0.0001578286,0.0002929444,0.0002284495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966615,"about_ca_system_score_gemma":0.0005960957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001969082,"about_ca_topic_score_gemma":0.000004340761,"domain_scores_codex":[0.9969824,0.0001830447,0.0007821193,0.0009553552,0.0004921709,0.0006048877],"domain_scores_gemma":[0.9973475,0.000819887,0.0005594521,0.0009043809,0.00003499314,0.0003337897],"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":[0.00003876768,0.0006372642,4.125129e-7,0.003822727,0.000144306,0.000003500757,0.00006043946,5.116544e-7,0.004528408,0.04413584,0.002018295,0.9446095],"study_design_scores_gemma":[0.0002996181,0.00006397735,3.543896e-7,0.0002354832,0.0007380488,0.00001419336,0.00003897166,0.00006045546,0.0006937937,0.0001211642,0.9971936,0.0005403769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004225023,0.9826518,0.008886745,0.0002661526,0.0006125821,0.002588444,0.003761675,0.0002512785,0.0009770655],"genre_scores_gemma":[0.00005719878,0.9798071,0.0006668721,0.0003786142,0.0003843345,0.01522541,0.002892784,0.0001594956,0.0004282153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9951752,"threshold_uncertainty_score":0.9997718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05300332146031791,"score_gpt":0.3417500542822151,"score_spread":0.2887467328218972,"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."}}