{"id":"W3182419356","doi":"10.36106/gjra/6311237","title":"MEDICARE AI-ASSISTED AI IN HEALTHCARE","year":2021,"lang":"en","type":"article","venue":"GLOBAL JOURNAL FOR RESEARCH ANALYSIS","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lambton College","funders":"","keywords":"Instant; Health care; Order (exchange); Computer science; Disease; Medicine; Medical emergency; Business; Pathology","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":[0.002695136,0.0001131618,0.0004612785,0.0006640932,0.0004366262,0.0001327892,0.0001732276,0.000172628,0.0003386109],"category_scores_gemma":[0.003104051,0.0000988078,0.000426192,0.005548202,0.00009803553,0.0001318833,0.00004828884,0.001039516,0.00004276551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299521,"about_ca_system_score_gemma":0.003038969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003933354,"about_ca_topic_score_gemma":0.01238465,"domain_scores_codex":[0.9964123,0.0005012363,0.0007297597,0.0003433373,0.001180015,0.0008333273],"domain_scores_gemma":[0.9943533,0.0002635761,0.00008327016,0.000336679,0.004126406,0.0008367946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006174065,0.0004941329,0.6685994,0.0002564997,0.001072519,0.0009498874,0.0004182802,0.00007346088,0.0002319059,0.001658614,0.0392793,0.2863486],"study_design_scores_gemma":[0.001355226,0.002508478,0.745185,0.001240302,0.002260729,0.002971122,0.031703,0.01187406,0.004521839,0.09617875,0.09943873,0.0007628091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5176327,0.008132963,0.00434966,0.4676367,0.0007758891,0.0006118664,0.0000798116,0.00003165463,0.0007488138],"genre_scores_gemma":[0.9939433,0.0007731329,0.000589612,0.003409523,0.0005527528,0.00003493239,0.0001566316,0.000009567186,0.0005305663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4763106,"threshold_uncertainty_score":0.6910927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3485792399035769,"score_gpt":0.6156927671070448,"score_spread":0.2671135272034679,"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."}}