{"id":"W6958497250","doi":"10.6084/m9.figshare.19607671","title":"Additional file 5 of Transcranial Doppler as a screening test to exclude intracranial hypertension in brain-injured patients: the IMPRESSIT-2 prospective multicenter international study","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Peanut Plant Research Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Transcranial Doppler; Test (biology); Multicenter study; Screening test; Sensitivity (control systems); Prospective cohort study; Frame (networking)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006685293,0.0001125656,0.000133816,0.00002851225,0.0002853032,0.00003527533,0.0004227166,0.00002194259,0.9331666],"category_scores_gemma":[0.004005041,0.00004573167,0.00006279771,0.0002893512,0.00001180315,0.00009722859,0.0004422839,0.0002299957,0.00003992915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005329319,"about_ca_system_score_gemma":0.00001467099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012071,"about_ca_topic_score_gemma":0.0005599398,"domain_scores_codex":[0.9985829,0.0001086061,0.0001937542,0.000271721,0.0006303079,0.0002126949],"domain_scores_gemma":[0.9968209,0.002827229,0.00007436259,0.00004545638,0.0001826795,0.00004940695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002316558,0.0007345108,0.001760091,0.000002428714,0.00002114292,0.00002462128,0.0004184527,0.000005805183,0.001208794,1.219367e-7,0.9879622,0.007630126],"study_design_scores_gemma":[0.0005003541,0.0007195987,0.8654478,0.0001416422,0.000002116464,0.000005097819,0.001118794,0.0001059845,0.00001994182,0.000004036352,0.1318356,0.00009909165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1041812,0.000003269823,1.095733e-8,0.0006667895,0.00002067043,0.0008042766,0.8939433,0.00001733647,0.0003631956],"genre_scores_gemma":[0.5418742,1.234523e-7,0.00001941363,0.0002809784,0.0001102907,0.00159415,0.4560287,5.905562e-7,0.00009154915],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9331267,"threshold_uncertainty_score":0.4794698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237279189919906,"score_gpt":0.2429898557140482,"score_spread":0.2206170638148491,"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."}}