{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1507669,0.0006337898,0.001407773,0.006505595,0.0014484,0.004705529,0.003778932,0.005356366,0.01116414],"category_scores_gemma":[0.4449755,0.0007562451,0.005555686,0.01125374,0.003106902,0.002629117,0.00383246,0.002180047,0.001326834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009508294,"about_ca_system_score_gemma":0.02439041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08257558,"about_ca_topic_score_gemma":0.07527647,"domain_scores_codex":[0.7671173,0.1350744,0.04502711,0.01072271,0.03754233,0.00451624],"domain_scores_gemma":[0.2690071,0.5319527,0.1207047,0.01470556,0.05873944,0.00489038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006745626,0.0006574139,0.7277121,0.06818865,0.01908673,0.0002469488,0.003270014,0.0007903971,0.0001898688,0.007042677,0.08320943,0.08286005],"study_design_scores_gemma":[0.004808156,0.001793739,0.8018843,0.08021192,0.01361716,0.0002602668,0.003973152,0.0008498068,0.0006484824,0.003015814,0.08873155,0.0002056623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2621162,0.2089757,0.006577109,0.1647387,0.004751449,0.01300811,0.2724036,0.000133569,0.06729541],"genre_scores_gemma":[0.8479952,0.02987671,0.006856521,0.05587793,0.00232923,0.007162154,0.04772432,0.00005284214,0.002125223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1507669,"threshold_uncertainty_score":0.7973412,"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."}}