{"id":"W2764208392","doi":"10.1007/s11845-017-1697-6","title":"Non-attendance of vulnerable populations within epilepsy outpatient services in Ireland","year":2017,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Attendance; Epilepsy; Medicine; Psychiatry; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01026882,0.00008819011,0.0003117068,0.0002160993,0.001775269,0.00005370858,0.0009380142,0.0001949044,0.0002193133],"category_scores_gemma":[0.00319795,0.00006418936,0.00004129069,0.0003342732,0.0003516467,0.0007701939,0.0001270385,0.001065729,0.00001207274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001368136,"about_ca_system_score_gemma":0.001951932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911011,"about_ca_topic_score_gemma":0.001900188,"domain_scores_codex":[0.9965055,0.0002513619,0.00122359,0.000173494,0.001492751,0.0003532839],"domain_scores_gemma":[0.9970456,0.0001552871,0.001236617,0.0003209247,0.0008295546,0.0004119587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003726348,0.0001664933,0.9813626,0.0001432673,0.000004810271,0.0000241482,0.007487691,0.004607246,0.0001841208,0.0006688905,0.001066953,0.004246552],"study_design_scores_gemma":[0.002080196,0.0002736956,0.8894255,0.003687953,0.00001440473,0.0000210515,0.005148117,0.0977324,0.000107348,0.0004538216,0.0008880869,0.000167484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807898,0.00009023364,0.003093678,0.01268073,0.001891729,0.0002131179,0.000004992183,0.000004423855,0.001231259],"genre_scores_gemma":[0.9916967,0.0001118472,0.007389182,0.0004581762,0.0002267213,0.000006531897,0.000001928696,0.000006327317,0.0001026038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09312516,"threshold_uncertainty_score":0.9995243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1531694100504539,"score_gpt":0.4966891157135264,"score_spread":0.3435197056630725,"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."}}