{"id":"W4319344964","doi":"10.1136/bmjopen-2022-065845","title":"Implemented machine learning tools to inform decision-making for patient care in hospital settings: a scoping review","year":2023,"lang":"en","type":"review","venue":"BMJ Open","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Public Health Agency; Health Research Board","keywords":"Medicine; Health care; Patient care; Nursing; Medical education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.05548965,0.001908184,0.005970329,0.01383341,0.001467749,0.006423304,0.003441242,0.004173543,0.004186687],"category_scores_gemma":[0.1864363,0.001633398,0.007786982,0.01550649,0.002071328,0.006814522,0.003114637,0.0027023,0.0006531411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009378625,"about_ca_system_score_gemma":0.02992876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008182243,"about_ca_topic_score_gemma":0.0144546,"domain_scores_codex":[0.9540993,0.02479622,0.0142769,0.00132008,0.004770425,0.0007371248],"domain_scores_gemma":[0.7911667,0.1759297,0.0167168,0.002386277,0.01314563,0.0006548105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002928241,0.00007666375,0.0008705191,0.8320725,0.00362124,0.00009221715,0.001058433,0.0004569085,0.0001270236,0.001359805,0.002423437,0.1575484],"study_design_scores_gemma":[0.00009859769,0.0001486733,0.0008654508,0.9789847,0.006465446,0.00007567588,0.00054939,0.0001558293,0.0001896035,0.0004390953,0.01200398,0.00002369314],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001955149,0.9916699,0.001112841,0.001317183,0.0003337896,0.002027421,0.0002164183,0.00002098995,0.001346242],"genre_scores_gemma":[0.01854158,0.9721932,0.004332264,0.0009185487,0.0001739032,0.003392449,0.0002366083,0.00001393549,0.0001975383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05548965,"threshold_uncertainty_score":0.2934608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3985000950684279,"score_gpt":0.6193475972011342,"score_spread":0.2208475021327063,"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."}}