{"id":"W4413023666","doi":"10.3390/informatics12030078","title":"Designing a Patient Outcome Clinical Assessment Tool for Modified Rankin Scale: “You Feel the Same Way Too”","year":2025,"lang":"en","type":"article","venue":"Informatics","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Outcome (game theory); Scale (ratio); Modified Rankin Scale; Psychology; Computer science; Medicine; Geography; Mathematics; Psychiatry; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001254852,0.0002138848,0.0004736471,0.0001088577,0.000152735,0.00007436015,0.000278038,0.0001321154,0.00002480064],"category_scores_gemma":[0.0005148011,0.0001397023,0.0002575855,0.0001965464,0.00009648781,0.0001354965,0.000262685,0.0003673012,0.0000255836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001655046,"about_ca_system_score_gemma":0.0001480193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005568002,"about_ca_topic_score_gemma":8.895021e-7,"domain_scores_codex":[0.9974445,0.00004063675,0.001581,0.0001406451,0.0004323047,0.0003609897],"domain_scores_gemma":[0.9981564,0.0006298296,0.0003240695,0.0006587531,0.0001576828,0.00007323852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006682402,0.0005532873,0.06980999,0.00155626,0.001224217,0.0000109736,0.004625574,0.00071392,0.0001315821,0.005327271,0.5884689,0.3269098],"study_design_scores_gemma":[0.02055724,0.001580745,0.05216402,0.0009212719,0.002475947,0.00003620553,0.01793026,0.2502072,0.002262559,0.0006272589,0.650215,0.001022234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2794071,0.00004431617,0.6353338,0.00551126,0.001027077,0.003795254,0.00003407411,0.0001564233,0.07469062],"genre_scores_gemma":[0.7580899,0.00002721659,0.2108683,0.02423146,0.0001625157,0.0005023244,0.00008103354,0.00002889964,0.0060084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4786827,"threshold_uncertainty_score":0.5696895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04203136609384613,"score_gpt":0.3657502687859397,"score_spread":0.3237189026920936,"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."}}