{"id":"W4409088127","doi":"10.54985/peeref.2504a4782948","title":"Clinical Applications of Stem Cells: Advances, Challenges, and Future Prospects","year":2025,"lang":"en","type":"article","venue":"","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"George Brown College","funders":"","keywords":"Stem cell; Data science; Computational biology; Engineering ethics; Computer science; Biology; Engineering; Cell 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01669991,0.001105877,0.002259375,0.001552996,0.0008525297,0.005375961,0.002245809,0.004459033,0.008468266],"category_scores_gemma":[0.008236355,0.000417656,0.001044667,0.001460559,0.005421096,0.007350863,0.002021369,0.005112332,0.002360133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00176683,"about_ca_system_score_gemma":0.00492485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094822,"about_ca_topic_score_gemma":0.003088748,"domain_scores_codex":[0.9969581,0.001278273,0.0002852866,0.0003232513,0.0008445606,0.0003106476],"domain_scores_gemma":[0.9850401,0.0100346,0.0008122763,0.0004741553,0.002362137,0.001276782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001267441,0.00057217,0.005247308,0.006063994,0.0001301663,0.001082356,0.0004925875,0.002059073,0.01346835,0.06399646,0.03668939,0.8689308],"study_design_scores_gemma":[0.0002649247,0.002696283,0.009713337,0.008667856,0.0003914049,0.006809867,0.004684497,0.005807205,0.01321648,0.2105122,0.7370016,0.0002344324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003654311,0.9331479,0.005857634,0.0526571,0.0009427236,0.00002655117,0.00008381036,0.00006283316,0.003567053],"genre_scores_gemma":[0.03742296,0.9382569,0.007739744,0.00778444,0.006433335,0.0000893301,0.0002001206,0.00003853632,0.002034603],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01669991,"threshold_uncertainty_score":0.08831865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634440658307285,"score_gpt":0.3177898114341662,"score_spread":0.3014454048510934,"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."}}