{"id":"W4220917491","doi":"10.1016/j.isci.2022.104059","title":"Reprogramming bone progenitor identity and potency through control of collagen density and oxygen tension","year":2022,"lang":"en","type":"article","venue":"iScience","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University College London","keywords":"Mesenchymal stem cell; Cell biology; Progenitor cell; Chemistry; Reprogramming; CD146; Stromal cell; Cell; Stem cell; Biology; Biochemistry; CD34; Cancer research","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":[0.0009213544,0.00006001451,0.0001193753,0.00005006718,0.0002160154,0.00003696023,0.0001619692,0.00002416826,0.00001690302],"category_scores_gemma":[0.0003623623,0.00005749444,0.00001634384,0.0004069964,0.0002696167,0.0001678994,0.0003398869,0.0001035273,0.000001518645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003486746,"about_ca_system_score_gemma":0.00002807612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000958512,"about_ca_topic_score_gemma":0.00000743941,"domain_scores_codex":[0.9988731,0.00004027516,0.0001461761,0.0002165573,0.0005071061,0.0002168243],"domain_scores_gemma":[0.9996005,0.00007558212,0.00002835712,0.0001673139,0.00005282336,0.00007540428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002593689,0.00005600039,0.03969412,0.0001948233,0.000021028,0.00007548891,0.001173746,0.0002599462,0.879922,0.0005748637,0.0002111241,0.07779092],"study_design_scores_gemma":[0.003233131,0.0008983098,0.6184997,0.0001568748,0.00008925762,0.0007049737,0.00233769,0.2301734,0.1136169,0.00870343,0.02047433,0.001111966],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905736,0.00159899,0.0071097,0.0001710558,0.0001254374,0.0002197973,0.000004111863,0.00005955289,0.0001377784],"genre_scores_gemma":[0.9965681,0.00005543793,0.003279113,0.00002140075,0.00001854613,0.00001596729,4.213298e-7,0.000006297073,0.00003464544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7663051,"threshold_uncertainty_score":0.2344555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060919447714571,"score_gpt":0.2816080721572697,"score_spread":0.260998877680124,"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."}}