{"id":"W3045613653","doi":"10.1101/2020.04.22.20075382","title":"Chest computed tomography (CT) scan findings in patients with COVID-19: a systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"medRxiv","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Cochrane Library; Coronavirus disease 2019 (COVID-19); Computed tomography; Radiology; MEDLINE; Pneumonia; Internal medicine; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01138791,0.002476304,0.01650389,0.007245005,0.0007829275,0.003439839,0.002083946,0.002214303,0.003572975],"category_scores_gemma":[0.02698271,0.00147877,0.03678721,0.007843782,0.0006990486,0.001749082,0.00142654,0.001542851,0.0002997798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002229976,"about_ca_system_score_gemma":0.003466926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006590496,"about_ca_topic_score_gemma":0.01597328,"domain_scores_codex":[0.9911882,0.003541302,0.00275548,0.001145831,0.001037411,0.0003317739],"domain_scores_gemma":[0.9826591,0.01269002,0.002572847,0.000581179,0.001277312,0.0002196414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001429217,0.00002809145,0.008194217,0.3957354,0.5839984,0.000161467,0.00008881553,0.0005137656,0.0002265675,0.0001256151,0.0006396301,0.008858782],"study_design_scores_gemma":[0.0002886617,0.000130897,0.004904573,0.02403121,0.9687649,0.0001074006,0.00004707139,0.0001855486,0.00008905242,0.0001456899,0.001282028,0.00002285743],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005236565,0.9929933,0.0003758917,0.0001720958,0.0001120519,0.000258924,0.0006333951,0.00001800361,0.000199761],"genre_scores_gemma":[0.197197,0.7959644,0.0023247,0.0009139811,0.0003370391,0.001527762,0.001327577,0.00003275377,0.0003747292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01650389,"threshold_uncertainty_score":0.06022578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07437949212323094,"score_gpt":0.3476779541720307,"score_spread":0.2732984620487998,"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."}}