{"id":"W4322767547","doi":"10.55752/amwa.2023.241","title":"The Use of Artificial Intelligence and Machine Learning in Clinical Research and Health Care","year":2023,"lang":"en","type":"article","venue":"AMWA Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foremost (Canada)","funders":"","keywords":"Session (web analytics); Medical education; Psychology; Artificial intelligence; Engineering; Computer science; Library science; Medicine; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03878297,0.0005545592,0.0006174122,0.003637695,0.0007880857,0.008129298,0.000905484,0.002783405,0.007774189],"category_scores_gemma":[0.04111259,0.0003424574,0.0005130021,0.001999428,0.003900779,0.006062677,0.002337337,0.007904053,0.001364448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002862971,"about_ca_system_score_gemma":0.005559555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003704742,"about_ca_topic_score_gemma":0.007820427,"domain_scores_codex":[0.98485,0.009864649,0.0008002616,0.0005139648,0.003474726,0.0004963115],"domain_scores_gemma":[0.9092925,0.07952306,0.001574496,0.001039104,0.005410668,0.003160139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000123612,0.0001477157,0.002797446,0.0009926145,0.00009319874,0.0001476171,0.0005278371,0.001070167,0.0004158701,0.06254953,0.2944529,0.6366814],"study_design_scores_gemma":[0.00006980804,0.0001478671,0.005274501,0.003092125,0.00004860456,0.0004618027,0.001138168,0.003917584,0.0005782675,0.09133803,0.8938299,0.0001033199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0028592,0.293828,0.01180066,0.598903,0.01583659,0.0001066249,0.0000834447,0.0001735204,0.07640893],"genre_scores_gemma":[0.09950338,0.6337391,0.04737028,0.1005271,0.07154234,0.0003907141,0.0001867465,0.0002383293,0.04650201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03878297,"threshold_uncertainty_score":0.2051064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8024935825333609,"score_gpt":0.6163519542312217,"score_spread":0.1861416283021392,"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."}}