{"id":"W2008416496","doi":"10.1021/bm0600825","title":"Biodegradable Polylactide/Chitosan Blend Membranes","year":2006,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":248,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Membrane; Miscibility; Solvent; Chemical engineering; Swelling; Chitosan; Acetic acid; Polymer chemistry; Contact angle; Materials science; Polymer blend; Chemistry; Copolymer; Organic chemistry; Polymer; Composite material","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":[0.0001699213,0.0003035815,0.0002971825,0.0001195918,0.0004105478,0.0002737518,0.0004225865,0.0001226359,0.0008015856],"category_scores_gemma":[0.00001883746,0.0002274203,0.0001306474,0.0002260904,0.0002710451,0.0002207146,0.00009149406,0.00006509057,0.0005029697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001637664,"about_ca_system_score_gemma":0.00006179336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005283077,"about_ca_topic_score_gemma":0.0002035266,"domain_scores_codex":[0.9980978,0.0001112134,0.0003717561,0.000493535,0.0003392911,0.0005863981],"domain_scores_gemma":[0.9992293,0.00006114796,0.0001250697,0.0004552818,0.00002791764,0.0001012479],"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":[0.00003860808,0.00009733504,0.0002228974,0.00004355799,0.000009441413,0.00002500621,0.00003484546,5.825701e-7,0.9894318,0.001423783,0.001478434,0.007193713],"study_design_scores_gemma":[0.0002060877,0.00004727487,0.0004330492,0.00002745993,0.00002581994,0.00005313238,0.00006174968,0.00004311312,0.9790636,0.0004607017,0.0192217,0.0003562718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9272925,0.04823424,0.0003175572,0.001109875,0.0006599865,0.0001504454,0.0001168655,0.000404893,0.02171366],"genre_scores_gemma":[0.9957169,0.00005783381,0.002545835,0.0001459911,0.0002395691,0.00002768349,0.00001968497,0.00004056959,0.001205889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06842447,"threshold_uncertainty_score":0.927393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244214059881703,"score_gpt":0.2106155157479459,"score_spread":0.1981733751491289,"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."}}