{"id":"W4407751179","doi":"10.4081/gimle.439","title":"EFFECTS OF IMPLEMENTING STANDARDIZED ORGANIZATIONAL INTERVENTIONS ON DRUG THERAPY MANAGEMENT: A QUASI-EXPERIMENTAL STUDY","year":2025,"lang":"en","type":"article","venue":"Giornale italiano di medicina del lavoro ed ergonomia","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Psychological intervention; Drug; Medicine; Pharmacotherapy; Intensive care medicine; Physical therapy; Pharmacology; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001197009,0.0002884597,0.0005589573,0.0004408305,0.0007734395,0.000004843562,0.0003943371,0.0001018376,0.0008474787],"category_scores_gemma":[0.0002603562,0.0002591747,0.0002047236,0.0005726359,0.0001000081,0.0001349718,0.000208141,0.0003731217,0.0000900736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984463,"about_ca_system_score_gemma":0.0002967447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156473,"about_ca_topic_score_gemma":0.0000406637,"domain_scores_codex":[0.9965189,0.0006794492,0.001260323,0.0004643965,0.0005380007,0.0005389462],"domain_scores_gemma":[0.9979088,0.000615418,0.0006536145,0.0004444053,0.0002090492,0.0001687439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007886956,0.04336791,0.6114092,0.007957306,0.006870599,0.0001347765,0.06736255,0.0001602976,0.004803994,0.08231759,0.1525491,0.01517976],"study_design_scores_gemma":[0.0874517,0.006087545,0.6276781,0.01444722,0.001484049,0.000002848507,0.1199513,0.0004477652,0.01590539,0.001400938,0.1236205,0.00152271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725196,0.001123728,0.006532235,0.00110594,0.001969133,0.004302286,0.00005844744,0.0001450069,0.01224366],"genre_scores_gemma":[0.9923867,0.0001305668,0.0002145282,0.0008446283,0.0001335656,0.0006826498,0.0001162282,0.00003632284,0.005454788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08091665,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524732476577868,"score_gpt":0.3935741050520045,"score_spread":0.3683267802862258,"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."}}