{"id":"W2605809870","doi":"10.1007/s10965-017-1227-2","title":"Biodegradable poly(lactic acid)-based scaffolds: synthesis and biomedical applications","year":2017,"lang":"en","type":"article","venue":"Journal of Polymer Research","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Faculty of Engineering and Architectural Science, Ryerson University; Connaught Fund; University of Toronto","keywords":"Materials science; Lactic acid; Nanotechnology; Polymer science; Chemical engineering; Bacteria; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003385815,0.0001711799,0.0003915574,0.0004364145,0.001583558,0.0008011626,0.001193662,0.0001482059,0.0007201778],"category_scores_gemma":[0.0005801528,0.0001155698,0.00011872,0.0001686726,0.001356475,0.0005061633,0.0002208301,0.0002927374,0.0001251297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005854327,"about_ca_system_score_gemma":0.0004597029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006812938,"about_ca_topic_score_gemma":0.00002130777,"domain_scores_codex":[0.9970425,0.0003768632,0.0005077792,0.0002842835,0.001191186,0.0005973415],"domain_scores_gemma":[0.9975452,0.0005712996,0.0004136808,0.0007600266,0.0002833518,0.0004264459],"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":[0.0002650034,0.0002935102,0.001067366,0.0001062259,0.00004687833,0.00003403158,0.0001224377,9.767383e-9,0.6467299,0.000403743,0.002330724,0.3486001],"study_design_scores_gemma":[0.0002932571,0.0001781358,0.0005423242,0.0001515243,0.00003915727,0.00007137503,0.0002035023,0.00004736818,0.9862092,0.0001436524,0.01197715,0.0001434232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3667477,0.5889385,0.001838527,0.03795363,0.0009733535,0.0003905694,0.0001086038,0.00005843302,0.002990664],"genre_scores_gemma":[0.9971388,0.0003422815,0.00128672,0.00007243012,0.0005179376,0.00004727039,4.433404e-7,0.00002625112,0.0005678711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6303911,"threshold_uncertainty_score":0.9997162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08373908740801765,"score_gpt":0.3509144209891507,"score_spread":0.267175333581133,"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."}}