{"id":"W4389309175","doi":"10.54905/disssi.v27i141.e377ms3243","title":"Imam Abdurrahman Alfaisal Hospital referred cases characteristics and outcomes","year":2023,"lang":"en","type":"article","venue":"Medical Science","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Medicine","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":[0.001179879,0.0001017381,0.0001977478,0.00009263263,0.0003744009,0.00003363199,0.0002899215,0.00007126552,0.0003294522],"category_scores_gemma":[0.003395612,0.00007316862,0.00002244275,0.0005162007,0.001184873,0.00006695264,0.0001868099,0.000180455,0.0005723755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002173314,"about_ca_system_score_gemma":0.0001273324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002360974,"about_ca_topic_score_gemma":0.00002477842,"domain_scores_codex":[0.9980971,0.00004001563,0.0002256404,0.0003677107,0.0006530062,0.0006165055],"domain_scores_gemma":[0.9988882,0.0004080277,0.00004590592,0.0001955788,0.00003991125,0.000422371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001709435,0.0001396158,0.7876388,0.00003893238,0.00001880532,0.001071035,0.004944901,2.480312e-8,0.00004005295,0.005043916,0.04432862,0.1567182],"study_design_scores_gemma":[0.0002207364,0.0001311277,0.9819283,0.00001728796,0.000003984739,0.00002573881,0.0003633731,0.00004676963,0.000004339377,0.0001191556,0.01703881,0.0001004134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769062,0.0000789573,0.00001660866,0.01633202,0.002304097,0.000101208,0.000009984626,0.0001442775,0.004106695],"genre_scores_gemma":[0.9969376,0.00008257978,0.00002716705,0.001791536,0.0001811482,0.00002060604,0.000003531435,0.00000638286,0.000949412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1942895,"threshold_uncertainty_score":0.7356921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938476513623527,"score_gpt":0.4058789420740354,"score_spread":0.3664941769378001,"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."}}