{"id":"W297313844","doi":"10.1161/01.str.0000044165.41303.50","title":"Performance of a Statistical Model to Predict Stroke Outcome in the Context of a Large, Simple, Randomized, Controlled Trial of Feeding","year":2003,"lang":"en","type":"article","venue":"Stroke","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Heart and Stroke Foundation of Canada","keywords":"Medicine; Stroke (engine); Context (archaeology); Randomized controlled trial; Cohort; Clinical trial; Predictive validity; Receiver operating characteristic; Logistic regression; Physical therapy; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.005843723,0.0001588121,0.001549155,0.0001929991,0.00008815041,0.000003899589,0.0002354076,0.00008532026,0.0001703433],"category_scores_gemma":[0.001664886,0.00009893048,0.0002040545,0.0001416614,0.00007763505,0.00007472755,0.00007419541,0.0002932205,0.000004400412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004428389,"about_ca_system_score_gemma":0.0001978908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006820896,"about_ca_topic_score_gemma":0.00007714941,"domain_scores_codex":[0.9961323,0.0009876051,0.00173229,0.0001741812,0.0005565576,0.0004171199],"domain_scores_gemma":[0.9966176,0.00226859,0.0006020109,0.0002852806,0.0001639945,0.00006256309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7883848,0.0005727903,0.04572016,0.000486056,0.0003450557,0.000001460315,0.003444727,0.0004314354,0.0002346047,0.1585122,0.001674188,0.0001925541],"study_design_scores_gemma":[0.9643426,0.0005190048,0.001285708,0.00008148464,0.0002441616,7.499868e-8,0.005205603,0.02763283,0.00004021016,0.0002271747,0.0003281396,0.00009300547],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460487,0.00002503855,0.0127551,0.0001902062,0.0003644704,0.008897874,0.0003321423,0.00001187724,0.03137463],"genre_scores_gemma":[0.9953858,0.00002885801,0.001291226,0.0002525425,0.00003221742,0.0009185371,0.000009314828,0.0000124938,0.002068981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1759578,"threshold_uncertainty_score":0.4034268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04332188751574968,"score_gpt":0.4039815451272645,"score_spread":0.3606596576115149,"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."}}