{"id":"W4404122494","doi":"10.3390/ma17225425","title":"Advanced Biomaterials for Lacrimal Tissue Engineering: A Review","year":2024,"lang":"en","type":"review","venue":"Materials","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia; Université de Sherbrooke","funders":"","keywords":"Decellularization; Tissue engineering; Scaffold; Fibroin; Regeneration (biology); Extracellular matrix; Nanotechnology; 3D bioprinting; Self-healing hydrogels; Biomedical engineering; Regenerative medicine; Matrigel; Biofabrication; Materials science; Biocompatibility; Stem cell; Chemistry; SILK; Cell biology; Cell; Medicine; Biology","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":[0.0004932266,0.0006072955,0.003953344,0.0001422745,0.00002491458,0.00009623117,0.0001687277,0.0003220485,0.0007421614],"category_scores_gemma":[0.0001818669,0.0004252491,0.0005257368,0.0001695571,0.0000137478,0.00005079152,0.00008825994,0.00006595857,0.001436361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109746,"about_ca_system_score_gemma":0.0002091793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004578759,"about_ca_topic_score_gemma":2.099982e-7,"domain_scores_codex":[0.9977869,0.0000644323,0.00102992,0.000531444,0.0001773392,0.0004098987],"domain_scores_gemma":[0.998933,0.0000533326,0.0002274136,0.0005951984,0.00006627492,0.0001247788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001987103,0.00002625229,1.33767e-8,0.7675242,0.0004082488,0.0001528758,0.000006067371,9.39334e-9,0.01475892,0.0002479235,0.003238253,0.2136173],"study_design_scores_gemma":[0.0001756414,0.0001460622,9.063062e-8,0.1922305,0.005952826,0.000100463,7.248288e-7,5.682107e-8,0.005559192,0.000006104868,0.7955095,0.0003188387],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005180033,0.9913436,0.00001821331,0.0001561767,0.002599921,0.00455562,0.0009289149,0.0002699408,0.00007583864],"genre_scores_gemma":[0.000002897098,0.9934089,0.001092753,0.000194042,0.0007925017,0.001367366,0.00108656,0.0002195593,0.001835424],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7922713,"threshold_uncertainty_score":0.9998199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04319472784222999,"score_gpt":0.3813501219624936,"score_spread":0.3381553941202636,"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."}}