{"id":"W3011142589","doi":"10.1080/09506608.2020.1735828","title":"Dense fibrillar collagen-based hydrogels as functional osteoid-mimicking scaffolds","year":2020,"lang":"en","type":"article","venue":"International Materials Reviews","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Self-healing hydrogels; Osteoid; Extracellular matrix; Type I collagen; Biomedical engineering; Chemistry; Scaffold; Mesenchymal stem cell; Tissue engineering; Biophysics; Materials science; Nanotechnology; Anatomy; Cell biology; Biochemistry; Pathology; Polymer chemistry","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":[0.0002707354,0.0003933653,0.0002242051,0.0002727656,0.00004732003,0.0003046008,0.0002546347,0.0003521666,0.0006065904],"category_scores_gemma":[0.0001033867,0.0001410253,0.0001948014,0.0002130728,0.0001784364,0.0002827626,0.0001810604,0.000284668,0.0004380844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002600979,"about_ca_system_score_gemma":0.0001245756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118912,"about_ca_topic_score_gemma":0.0004603281,"domain_scores_codex":[0.9998813,0.00002273482,0.000009354676,0.00001955208,0.00004849017,0.00001857117],"domain_scores_gemma":[0.9999506,0.00001625654,0.00001574145,0.000002911639,0.00000640559,0.000008004086],"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":[0.00003945083,0.00002498669,0.00005317131,0.001060026,0.00001855317,0.0001451552,0.00003708852,0.0009972394,0.9660707,0.001122703,0.0003321569,0.03009874],"study_design_scores_gemma":[0.00003664868,0.0004045661,0.001500858,0.0001897513,0.0000717744,0.0008778144,0.00003975567,0.003586832,0.9054959,0.0006074427,0.0871536,0.00003510655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3164695,0.6209792,0.04243289,0.0005079415,0.0005144056,0.0002253713,0.0005879051,0.0005005977,0.01778227],"genre_scores_gemma":[0.7038348,0.2554392,0.02767722,0.0003382136,0.0002059858,0.0001634588,0.0004662463,0.0001024788,0.01177248],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0006065904,"threshold_uncertainty_score":0.00202924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845232053363355,"score_gpt":0.2396056931397133,"score_spread":0.2111533726060797,"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."}}