{"id":"W3207920549","doi":"10.1007/s40267-021-00872-9","title":"Medication Reconciliation at Hospital Admission: Proactive Versus Retroactive Models","year":2021,"lang":"en","type":"article","venue":"Drugs & Therapy Perspectives","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vitalité Health Network","funders":"","keywords":"Observational study; Medicine; Emergency medicine; Pharmacy; Clinical endpoint; Family medicine; Internal medicine; Randomized controlled trial","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":[0.01436408,0.0008061893,0.0009246895,0.001495052,0.001093149,0.007575015,0.002101819,0.001919365,0.004746438],"category_scores_gemma":[0.03197562,0.0003464217,0.001409341,0.001248083,0.001677367,0.006287599,0.003583889,0.003504761,0.0006518858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002415918,"about_ca_system_score_gemma":0.00603613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161776,"about_ca_topic_score_gemma":0.004335111,"domain_scores_codex":[0.9871877,0.008666395,0.0009575348,0.0006946796,0.00186805,0.000625556],"domain_scores_gemma":[0.9753097,0.01353987,0.006229522,0.00160522,0.001256474,0.00205929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004512161,0.00466054,0.1173598,0.002583001,0.001737885,0.0005296727,0.004969091,0.00642411,0.0006330502,0.07166763,0.01264334,0.7722796],"study_design_scores_gemma":[0.006965039,0.03146511,0.2575363,0.02156153,0.007216309,0.0073685,0.03314302,0.09132311,0.007892431,0.3540114,0.1805636,0.0009536413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5326589,0.03867446,0.06090975,0.2390019,0.002239713,0.0007762329,0.0007225747,0.0007457086,0.1242707],"genre_scores_gemma":[0.9722636,0.008240601,0.0106444,0.006131205,0.001001637,0.0001414555,0.0001765963,0.00003687573,0.001363652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01436408,"threshold_uncertainty_score":0.0759654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176127982150245,"score_gpt":0.3855066919901672,"score_spread":0.2678938937751427,"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."}}