{"id":"W4313213617","doi":"10.12968/bjnn.2022.18.6.281","title":"Research Roundup","year":2022,"lang":"en","type":"article","venue":"British Journal of Neuroscience Nursing","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Medicine; Library science; Medical education; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001720127,0.00005221464,0.0001558761,0.0003003564,0.0005994281,0.0001073484,0.0003540884,0.00001313507,0.00008104197],"category_scores_gemma":[0.0003922974,0.00006328621,0.0000795916,0.0008354599,0.0002930847,0.0001971278,0.0001315067,0.0009664537,0.000001949251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003846992,"about_ca_system_score_gemma":0.0001937411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001191285,"about_ca_topic_score_gemma":1.825887e-7,"domain_scores_codex":[0.9974089,0.0001586145,0.0002859653,0.0001789661,0.001626722,0.0003408057],"domain_scores_gemma":[0.9993439,0.00005151267,0.0001348031,0.0001282824,0.0001873073,0.0001541649],"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":[0.0002070779,0.0009151645,0.001436625,0.00002328468,0.000009625919,0.01499236,0.0005080045,0.0002783312,0.3036461,0.0001202143,0.4083796,0.2694837],"study_design_scores_gemma":[0.003135433,0.004094266,0.1949936,0.001301461,0.0001041695,0.3179657,0.008973805,0.001547758,0.004101139,0.0004138146,0.4630724,0.0002964906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731899,0.0009045114,0.000596955,0.004552177,0.001562802,0.000162899,0.000002967554,0.00001511662,0.0190126],"genre_scores_gemma":[0.9961162,0.00008259746,0.0007051452,0.0009358732,0.0002127082,0.000002573919,3.599212e-7,0.00001278222,0.001931741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3029734,"threshold_uncertainty_score":0.4610377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08120289134087498,"score_gpt":0.3835253527461081,"score_spread":0.3023224614052331,"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."}}