{"id":"W6939966182","doi":"10.6084/m9.figshare.c.6004070","title":"Quality and transparency of reporting derivation and validation prognostic studies of recurrent stroke in patients with TIA and minor stroke: a systematic review","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Stroke (engine); Derivation; MEDLINE; Transparency (behavior); Predictive modelling; Quality (philosophy); Outcome (game theory); Minor (academic); Clinical trial","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":["metaresearch"],"category_scores_codex":[0.2028974,0.001832728,0.01093872,0.01570244,0.001331992,0.007352934,0.004442739,0.003277783,0.003577747],"category_scores_gemma":[0.6177269,0.002679042,0.01096852,0.0159878,0.004920981,0.007155176,0.004528651,0.002104606,0.0004011299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008302419,"about_ca_system_score_gemma":0.02002347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025604,"about_ca_topic_score_gemma":0.01321153,"domain_scores_codex":[0.6327381,0.1404781,0.1848221,0.01024161,0.02989078,0.001829284],"domain_scores_gemma":[0.2364343,0.5793647,0.1298398,0.01588378,0.037168,0.001309408],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003998844,0.00001242371,0.003855728,0.9579502,0.0149094,0.00009237341,0.0008687856,0.0001703102,0.0001359596,0.0004462733,0.001343541,0.01981521],"study_design_scores_gemma":[0.0003851416,0.0001129167,0.006352887,0.934034,0.04831938,0.000230681,0.0005615532,0.0002207473,0.0003523908,0.0008575473,0.008504257,0.00006834325],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008718126,0.9734328,0.004278073,0.00328376,0.0008784503,0.004302956,0.00381932,0.00006692844,0.00121957],"genre_scores_gemma":[0.2282465,0.7306489,0.01247336,0.005023419,0.00077839,0.0189278,0.003287434,0.0001341135,0.000480019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7971026,"threshold_uncertainty_score":0.9829694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08166208253019913,"score_gpt":0.3009827475346438,"score_spread":0.2193206650044447,"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."}}