{"id":"W4200346509","doi":"10.3390/molecules27010173","title":"Chitosan and Whey Protein Bio-Inks for 3D and 4D Printing Applications with Particular Focus on Food Industry","year":2021,"lang":"en","type":"review","venue":"Molecules","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"3D printing; Chitosan; Nanotechnology; Cosmetics; Inkwell; Biocompatibility; Materials science; Biochemical engineering; Process engineering; Chemistry; Engineering; Organic chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002700555,0.000866897,0.0004584366,0.001302344,0.0002229618,0.0007756463,0.0003984799,0.0008395215,0.003106395],"category_scores_gemma":[0.0003221259,0.0003204122,0.0007646686,0.001231352,0.0002555421,0.000834091,0.0004947669,0.0009062876,0.001182243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000556651,"about_ca_system_score_gemma":0.0004475526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007036224,"about_ca_topic_score_gemma":0.00134631,"domain_scores_codex":[0.9996939,0.00002632686,0.00003129302,0.00005644946,0.00016259,0.00002946655],"domain_scores_gemma":[0.9998684,0.00004068009,0.00003713471,0.000008817534,0.00003421252,0.00001063668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001230818,0.00007802952,0.0003107001,0.01517146,0.000113715,0.0009915843,0.0001245457,0.002459134,0.588415,0.01122179,0.009462395,0.3715285],"study_design_scores_gemma":[0.0000154188,0.0002683759,0.001032607,0.0007142223,0.0001632497,0.001759773,0.00006219919,0.002425663,0.474725,0.002046434,0.516701,0.0000860219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03306723,0.8751245,0.04856519,0.001194122,0.00160305,0.0001741681,0.0006739044,0.0006275633,0.03897025],"genre_scores_gemma":[0.143496,0.7862191,0.04149873,0.00106913,0.0005750962,0.0002004788,0.0006781927,0.0001598307,0.02610353],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003106395,"threshold_uncertainty_score":0.01039189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333049615688442,"score_gpt":0.2497961549513494,"score_spread":0.2264656587944649,"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."}}