{"id":"W4380148003","doi":"10.1007/978-3-031-34622-4","title":"Machine Intelligence and Emerging Technologies","year":2023,"lang":"en","type":"book","venue":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Texas at El Paso; Karl-Franzens-Universität Graz; Università degli Studi di Torino; Universiti Sains Malaysia; University of Waterloo; Vrije Universiteit Brussel; Mae Fah Luang University; Scuola Superiore Sant'Anna; Università degli Studi di Padova; Sejong University; Universiti Teknologi Petronas; Edith Cowan University; Queensland University of Technology; RMIT University; Oulun Yliopisto; University of New South Wales; Lakehead University; Griffith University; University of Pretoria; La Trobe University; University of Oxford; Trent University; Universitas Muhammadiyah Surakarta; Universiti Malaysia Pahang; Politechnika Warszawska; Nottingham Trent University; Macquarie University; Manchester Metropolitan University; Jagannath University; Technische Universität Berlin; Indian Institute of Technology Kanpur; Missouri University of Science and Technology; Teesside University; Bangladesh University of Engineering and Technology; Canadian Food Inspection Agency; University of South Dakota; University of South Alabama; Xiamen University; TU Graz, Internationale Beziehungen und Mobilitätsprogramme; Novosibirsk State Technical University; King Saud University; Old Dominion University; University of Southampton; Aberystwyth University; City University of Hong Kong","keywords":"Computer science; Data science","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":[0.0002964074,0.0002019317,0.0003508193,0.0003029646,0.0005536805,0.00008510977,0.0006421445,0.0001920412,3.774601e-7],"category_scores_gemma":[0.0002872639,0.000157121,0.0001100489,0.0004036803,0.0005823221,0.0001115712,0.0007718605,0.0004298479,4.383782e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009072018,"about_ca_system_score_gemma":0.0002392171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003438806,"about_ca_topic_score_gemma":0.00005115743,"domain_scores_codex":[0.9990727,0.000005536151,0.0004342707,0.0001250589,0.000181129,0.0001812588],"domain_scores_gemma":[0.9986827,0.0005328883,0.0002446554,0.0004095049,0.0001024004,0.00002781134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004081604,0.0000283374,0.00003303026,0.001874754,0.0001798587,3.948125e-7,0.002747511,0.8306802,0.00001385348,0.007071009,0.00120727,0.1561597],"study_design_scores_gemma":[0.0001976511,0.0001126263,0.00009383335,0.001202532,0.0001581354,0.00002338915,0.00002661035,0.8782954,0.0002389723,0.001659739,0.1176823,0.0003088733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002233513,0.002226296,0.9781126,0.01737524,0.0005204084,0.0008312803,0.00007398167,0.0003336589,0.0003031209],"genre_scores_gemma":[0.008131895,0.001856937,0.9884983,0.0009758764,0.0001345109,0.00005277321,0.00007617154,0.00003641995,0.0002371018],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1558508,"threshold_uncertainty_score":0.6407207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03370770482738858,"score_gpt":0.2946668863934563,"score_spread":0.2609591815660678,"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."}}