{"id":"W4403973407","doi":"10.18103/mra.v12i10.5813","title":"Research on the effectiveness of stem cells in the treatment of liver diseases using regenerative medicine and its control with AI","year":2024,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Regenerative medicine; Control (management); Stem cell; Medicine; Medical physics; Computer science; Biology; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005438677,0.0001372688,0.0002576106,0.0003206524,0.0001485449,0.00002474524,0.0004472288,0.00007213044,0.0000281284],"category_scores_gemma":[0.0005229277,0.00005823286,0.00005446322,0.0005053638,0.002239917,0.000005172332,0.0001311578,0.0004830429,0.00000251478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003335972,"about_ca_system_score_gemma":0.0005156599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164188,"about_ca_topic_score_gemma":0.00006735123,"domain_scores_codex":[0.9892232,0.007791235,0.0002119218,0.0004248303,0.001874301,0.0004745403],"domain_scores_gemma":[0.9880026,0.01126171,0.00002105935,0.0003659297,0.0001676271,0.000181067],"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":[0.005707207,0.0009069694,0.001114193,0.001129118,0.0003411774,0.0004758681,0.002468329,0.0001488962,0.9632034,0.007037611,0.0003963761,0.01707081],"study_design_scores_gemma":[0.003410741,0.01749465,0.008179206,0.003524072,0.00004246541,0.00003410238,0.002535551,0.02328289,0.9351244,0.0009307397,0.005248224,0.0001929546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762818,0.01963203,0.0002393722,0.001964313,0.00002053886,0.001249164,0.00005727435,0.000002755739,0.0005527005],"genre_scores_gemma":[0.9924346,0.007055347,0.000006471106,0.00002657482,0.0001266498,0.000162135,0.00000890763,0.00001630618,0.0001630415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02807904,"threshold_uncertainty_score":0.8253068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06393083461081359,"score_gpt":0.3967036500801912,"score_spread":0.3327728154693776,"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."}}