{"id":"W3173053121","doi":"10.1002/cjce.24225","title":"Development of bioreactor protocols for stem cell‐based therapies","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stem cell; Bioprocess; Mesenchymal stem cell; Commercialization; Stromal cell; Stem-cell therapy; Transplantation; Medicine; Biotechnology; Biology; Cancer research; Pathology; Cell biology; Internal medicine; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002241205,0.0009771507,0.0004582712,0.001330127,0.0005431284,0.000930551,0.0007723689,0.0008496727,0.002414978],"category_scores_gemma":[0.001089768,0.0004056413,0.0006629425,0.0006591094,0.0004495147,0.0008219261,0.0007003666,0.00131826,0.002392975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071246,"about_ca_system_score_gemma":0.001186123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000896436,"about_ca_topic_score_gemma":0.00121437,"domain_scores_codex":[0.9990014,0.0001671716,0.0001676253,0.0001960725,0.0003965638,0.00007111584],"domain_scores_gemma":[0.9993532,0.000165523,0.0001217241,0.00008706094,0.0002398904,0.00003244802],"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":[0.00006357129,0.0001326043,0.0001935603,0.0004263468,0.00001265524,0.00007186939,0.0001044465,0.001641819,0.968444,0.002417796,0.0006622782,0.02582898],"study_design_scores_gemma":[0.00001683661,0.0001694531,0.0004191712,0.00005408914,0.00002056733,0.00007717706,0.00002873171,0.002759941,0.9728669,0.0005264265,0.02304024,0.00002050562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1231757,0.01403654,0.8342108,0.0006509742,0.001183912,0.004231732,0.001828755,0.001918412,0.01876322],"genre_scores_gemma":[0.3310263,0.01234543,0.6352894,0.000493673,0.0002148494,0.007219916,0.002605728,0.0004467033,0.01035797],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002414978,"threshold_uncertainty_score":0.0118528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166599043515676,"score_gpt":0.2482344121098646,"score_spread":0.2265684216747078,"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."}}