{"id":"W2889701131","doi":"10.23889/ijpds.v3i4.917","title":"Evidence from an Applied Research Health Question (AHRQ): Healthcare utilization of HIV patients before and after admission to Casey House, a specialized HIV hospital","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Casey House","funders":"","keywords":"Medicine; Health care; Specialty; Family medicine; Emergency department; Medical prescription; Medical emergency; Emergency medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002704495,0.0001062866,0.0001849336,0.0007540381,0.0004655027,0.0002211592,0.0006863389,0.00005074684,0.0001624783],"category_scores_gemma":[0.003585863,0.00009149417,0.00003841644,0.0005334208,0.0002672614,0.001871369,0.0003511565,0.0002137941,0.00001698983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000418644,"about_ca_system_score_gemma":0.000589598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404637,"about_ca_topic_score_gemma":0.002492691,"domain_scores_codex":[0.9965273,0.0001502724,0.0006081766,0.0005071108,0.001851142,0.000355983],"domain_scores_gemma":[0.9956076,0.00007794386,0.0002617111,0.0004363579,0.002925085,0.0006912954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003122624,0.000643978,0.7545634,0.00008684616,0.00003988372,0.000007663968,0.003239243,0.000007429781,0.001318182,0.001539044,0.01841028,0.2170215],"study_design_scores_gemma":[0.001334589,0.004765927,0.9728034,0.001929513,0.00001140726,0.00001789054,0.0003232582,0.0141885,0.000513658,0.001347665,0.002647704,0.0001164757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669376,0.00009271742,0.01990704,0.0103555,0.0004812973,0.0009945354,0.001176972,0.00002507886,0.00002923764],"genre_scores_gemma":[0.9895211,0.0001120311,0.008118293,0.0001856874,0.0007198945,0.00002406155,0.001133504,0.00001752524,0.000167901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.21824,"threshold_uncertainty_score":0.4292872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771467986410435,"score_gpt":0.5243793711720098,"score_spread":0.3472325725309663,"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."}}