{"id":"W4412520610","doi":"10.1136/bmjopen-2024-095072","title":"To what extent do cancer centres in Arab countries adhere to ASCO/ONS chemotherapy administration safety standards? A multicentre cross-sectional study","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Library; Zarqa University","keywords":"Medicine; Accreditation; Staffing; Family medicine; Patient safety; Nursing; Health care; Medical education","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":[0.003831007,0.0002528635,0.00033268,0.000822908,0.000523044,0.001024766,0.0004259802,0.0006411371,0.001607505],"category_scores_gemma":[0.007811471,0.0003817829,0.0002923281,0.001638808,0.0005624319,0.001000234,0.0006703326,0.0004461006,0.0003792571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006161747,"about_ca_system_score_gemma":0.0008908071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005836139,"about_ca_topic_score_gemma":0.008625854,"domain_scores_codex":[0.9978897,0.0009316037,0.0002953262,0.0002563522,0.0003286461,0.0002983416],"domain_scores_gemma":[0.9899263,0.001535952,0.006217329,0.0002725273,0.001286275,0.0007616068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006521834,0.0001035521,0.9958782,0.00005238323,0.00003602922,0.00002301808,0.001291056,0.00002962296,0.00009829043,0.00001687205,0.0002558467,0.002149857],"study_design_scores_gemma":[0.00001113402,0.0003124943,0.9935868,0.00003527988,0.00001442913,0.000100427,0.005391913,0.0001039663,0.00004708263,0.000008996459,0.000380049,0.000007317306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992205,0.0001285632,0.00005058603,0.00008459868,0.000005079446,0.00003341604,0.0002078887,0.000001627977,0.000267622],"genre_scores_gemma":[0.9992924,0.0001142244,0.0001457794,0.00009783542,0.000006223873,0.00004696671,0.000213746,9.051119e-7,0.00008195976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005836139,"threshold_uncertainty_score":0.02026057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07165779943323071,"score_gpt":0.5355800859609062,"score_spread":0.4639222865276755,"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."}}