{"id":"W4410807520","doi":"10.1016/j.jacadv.2025.101818","title":"PHARMACICU","year":2025,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; McGill University; McGill University Health Centre","funders":"","keywords":"Psychology","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":[0.0001591603,0.0002785146,0.0005647695,0.0001141738,0.00007153112,0.00003001028,0.0001728262,0.0003394653,0.0006218128],"category_scores_gemma":[0.001576571,0.0002164631,0.0001933331,0.0001820307,0.00005538852,0.0002594515,0.0000858671,0.001204373,0.000179602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008099564,"about_ca_system_score_gemma":0.000326237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006847164,"about_ca_topic_score_gemma":0.000001766465,"domain_scores_codex":[0.9982644,0.00004902914,0.0003286263,0.0003930694,0.0006724994,0.0002923859],"domain_scores_gemma":[0.9974338,0.001757731,0.0001941801,0.000280177,0.0001731994,0.0001608801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004506535,0.00010305,0.0005780316,0.0009760802,0.0001204523,0.00005533621,0.00001257281,0.000001334508,0.00001228895,0.00001754331,0.9714055,0.02626714],"study_design_scores_gemma":[0.001373542,0.0001088979,0.00001520347,0.000302833,0.0005083811,0.000002129256,0.0000124835,0.00003646726,0.0002067281,0.00019001,0.99704,0.0002032667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003306198,0.01423129,0.00005148921,0.0007839624,0.9013098,0.0003956782,0.0001222638,0.0001152268,0.08295724],"genre_scores_gemma":[0.0001537293,0.01637041,0.0006052896,0.001169793,0.9265174,0.00004715004,0.0004453345,0.00003104256,0.0546599],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02829734,"threshold_uncertainty_score":0.882711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05548852762689622,"score_gpt":0.4700928792582417,"score_spread":0.4146043516313455,"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."}}