{"id":"W4213253381","doi":"10.1016/j.jcyt.2021.12.011","title":"A systematic approach to enhance transparency in mesenchymal stromal cell research","year":2022,"lang":"en","type":"letter","venue":"Cytotherapy","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; University of Ottawa; Children's Hospital of Eastern Ontario; Ottawa Hospital","funders":"","keywords":"Mesenchymal stem cell; CLARITY; Scopus; Confusion; Medicine; Stem cell; Stromal cell; Terminology; Computer science; Bioinformatics; MEDLINE; Psychology; Pathology; Biology; Philosophy; Genetics; Psychoanalysis","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007800887,0.0006983332,0.0009107383,0.0007428246,0.003676563,0.00457712,0.001592351,0.05326783,0.002593762],"category_scores_gemma":[0.02922368,0.0005442169,0.001651351,0.0003855187,0.007638678,0.00351518,0.003139496,0.04598683,0.001950816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004621042,"about_ca_system_score_gemma":0.004599748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414722,"about_ca_topic_score_gemma":0.003894743,"domain_scores_codex":[0.9915638,0.002531532,0.0008768667,0.0007255216,0.003687811,0.000614526],"domain_scores_gemma":[0.9831538,0.01203593,0.0007853255,0.0006993669,0.002063333,0.001262266],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001316233,0.0001711703,0.0004807976,0.0003793898,0.00006609797,0.004650791,0.0003638226,0.0002348119,0.003224467,0.05149302,0.9008902,0.03791376],"study_design_scores_gemma":[0.0002911509,0.0001910624,0.0007041342,0.0003805234,0.00006036093,0.004790997,0.0002914159,0.0007895742,0.002776343,0.07258765,0.9170545,0.00008210879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006438263,0.004544809,0.001539069,0.9642388,0.02445293,0.00004253205,0.00001801496,0.00004072739,0.004479301],"genre_scores_gemma":[0.0136066,0.003456587,0.002910646,0.9242616,0.04752686,0.0001909787,0.00001517243,0.00002965359,0.00800204],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9921991,"threshold_uncertainty_score":0.04125553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08506021568716797,"score_gpt":0.3924607202692764,"score_spread":0.3074005045821084,"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."}}