{"id":"W2589087796","doi":"10.1002/stem.2595","title":"Concise Review: Increasing the Validity of Cerebrovascular Disease Models and Experimental Methods for Translational Stem Cell Research","year":2017,"lang":"en","type":"review","venue":"Stem Cells","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Transferability; Confounding; Biology; Limiting; Translational research; Disease; Stem cell; Bioinformatics; Neuroscience; Intensive care medicine; Medicine; Internal medicine; Computer science; Biotechnology; Machine learning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0167136,0.0005528673,0.002919874,0.0002529499,0.000510203,0.00009480884,0.0007934548,0.0003176701,0.0001109584],"category_scores_gemma":[0.0001174,0.000353618,0.001283102,0.0002755937,0.0005969681,0.0001417982,0.0003453198,0.0008910997,0.00001964642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051934,"about_ca_system_score_gemma":0.00160703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004651831,"about_ca_topic_score_gemma":7.513824e-7,"domain_scores_codex":[0.990199,0.005275623,0.001261007,0.000953202,0.001598504,0.000712678],"domain_scores_gemma":[0.9911743,0.005061464,0.0005830338,0.00187235,0.0006588428,0.000650041],"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":[0.0001535948,0.0001974831,0.000006718333,0.2784211,0.0002823607,0.00001761752,0.0001557772,0.000001643532,0.000176678,0.0001524277,0.001545998,0.7188886],"study_design_scores_gemma":[0.0009544778,0.0002225788,0.000002064426,0.04886351,0.001811799,0.00003739518,0.00008196083,0.0005925489,0.001799852,0.00008197191,0.9452069,0.0003449882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000564002,0.985505,0.00114365,0.00009272558,0.0001581996,0.01058422,0.0002308644,0.00001859082,0.002210332],"genre_scores_gemma":[0.000299924,0.9926254,0.002616171,0.00002714411,0.0002140806,0.0008768637,0.0000906282,0.0001233436,0.00312646],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9436609,"threshold_uncertainty_score":0.9998916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5154486961750416,"score_gpt":0.5505735602823344,"score_spread":0.03512486410729276,"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."}}