{"id":"W2106972534","doi":"10.1186/1471-2318-2-5","title":"Development and use of a computer program to detect potentially inappropriate prescribing in older adults residing in Canadian long-term care facilities","year":2002,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada); Lakehead Psychiatric Hospital; McMaster University","funders":"","keywords":"Medical prescription; Medicine; Pharmacy; Long-term care; Family medicine; Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001637149,0.0001360678,0.0002471484,0.0003893576,0.00003756726,0.00004468046,0.00005906691,0.00008202357,0.00002158084],"category_scores_gemma":[0.0001747384,0.0001266099,0.00003073072,0.0003190791,0.00001632646,0.0001484452,0.00006940374,0.0001649746,0.000003587076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001859062,"about_ca_system_score_gemma":0.0001454906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01973309,"about_ca_topic_score_gemma":0.1467777,"domain_scores_codex":[0.9987363,0.0000593836,0.0003831646,0.0002480333,0.0001962376,0.0003769157],"domain_scores_gemma":[0.9993694,0.00008865441,0.00006664458,0.0001293307,0.00007325578,0.0002727423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002002881,0.00007800128,0.8248638,0.001191173,0.00001152123,0.00008214171,0.01111833,0.0000649035,0.00002448767,0.000003247091,0.00001523115,0.1623469],"study_design_scores_gemma":[0.002317619,0.0002320071,0.9900038,0.0004777424,0.0000305984,0.00001168933,0.0004767115,0.003269653,0.000302968,7.208564e-7,0.002665314,0.0002111538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976022,0.0005198102,0.0002453199,0.00007755617,0.0001064535,0.001374375,0.000008485114,0.0000194175,0.00004640189],"genre_scores_gemma":[0.9658518,0.00006229496,0.03385158,0.00007925346,0.00002619845,0.00003814261,0.00001085155,0.00001267337,0.00006716284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.16514,"threshold_uncertainty_score":0.9867946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09724304812984949,"score_gpt":0.3181012685686339,"score_spread":0.2208582204387844,"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."}}