{"id":"W3044614976","doi":"10.1016/j.compeleceng.2020.106765","title":"Deep learning disease prediction model for use with intelligent robots","year":2020,"lang":"en","type":"article","venue":"Computers & Electrical Engineering","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Artificial intelligence; Computer science; Machine learning; Deep learning; Particle swarm optimization; Firefly algorithm; Feature extraction; Data mining","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004904762,0.000593045,0.000513493,0.0006357445,0.0002788467,0.0005249958,0.0007644143,0.0007517357,0.005773977],"category_scores_gemma":[0.001457967,0.0003038725,0.0006823871,0.0004728857,0.0001495837,0.0004531889,0.0005001871,0.001166291,0.00163414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005974168,"about_ca_system_score_gemma":0.001124146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01526292,"about_ca_topic_score_gemma":0.01826202,"domain_scores_codex":[0.9998921,0.00001601903,0.000007148873,0.00004045932,0.00002215671,0.00002201397],"domain_scores_gemma":[0.9996468,0.0001123961,0.00002834996,0.00004061479,0.0001444641,0.00002745651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003931827,0.0004341466,0.01141351,0.0001473308,0.000252818,0.0002520544,0.00005066724,0.3217396,0.005923767,0.00390197,0.03498219,0.6205087],"study_design_scores_gemma":[0.00001679191,0.00003913079,0.0009041961,0.00001521163,0.00002602807,0.00003137828,0.000005996043,0.9925857,0.001559213,0.002759221,0.002049778,0.000007279741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06929838,0.001697146,0.8997038,0.002233284,0.000571195,0.0002197708,0.005916951,0.01239655,0.007962906],"genre_scores_gemma":[0.7183161,0.0007760559,0.2516516,0.0009737086,0.0001773727,0.0003741857,0.006870721,0.0002068224,0.02065339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01526292,"threshold_uncertainty_score":0.03034818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02712093373188555,"score_gpt":0.2492376106445145,"score_spread":0.2221166769126289,"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."}}