{"id":"W4407946481","doi":"10.7759/cureus.79700","title":"Qualitative Insights Into Non-attendance for Scheduled Radiology Appointments at a Specialist Hospital in Saudi Arabia","year":2025,"lang":"en","type":"article","venue":"Cureus","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Attendance; Family medicine; Qualitative research; Pediatrics; Medical emergency","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":[0.0007086541,0.0001753242,0.0003910918,0.0001492252,0.0008849775,0.00001186665,0.0001662547,0.000309949,0.0001115133],"category_scores_gemma":[0.0009339489,0.0001624206,0.00005980916,0.0003720204,0.00008304651,0.0001517174,0.0000909711,0.0003405908,0.00008677869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009966565,"about_ca_system_score_gemma":0.0006250975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006781043,"about_ca_topic_score_gemma":0.006592016,"domain_scores_codex":[0.9976791,0.0006516966,0.000720756,0.0004223108,0.0001012219,0.0004248746],"domain_scores_gemma":[0.9984515,0.0006319766,0.0001804389,0.0003020435,0.0003400536,0.00009398191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001165316,0.001311006,0.09028604,0.002278215,0.000342402,0.00002348807,0.5282848,0.001929545,0.002621079,0.2807533,0.0867692,0.004235599],"study_design_scores_gemma":[0.04432115,0.003442085,0.231754,0.006131385,0.0002582026,0.000004328056,0.1973486,0.09854619,0.0014475,0.1287039,0.284117,0.003925618],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230722,0.001019124,0.05289838,0.011838,0.002910813,0.003429345,0.00003847382,0.00006625777,0.004727471],"genre_scores_gemma":[0.9618234,0.0002332077,0.02967129,0.001916818,0.0003573965,0.001506688,0.000294145,0.00002704627,0.00416998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3309362,"threshold_uncertainty_score":0.6806621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05461120241017016,"score_gpt":0.4691047389917388,"score_spread":0.4144935365815686,"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."}}