{"id":"W2509995133","doi":"","title":"When Does an Immigrant with HIV Represent an Excessive Demand on Canadian Health or Social Services?","year":2010,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Human immunodeficiency virus (HIV); Business; Sociology; Political science; Medicine; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006705862,0.0004988581,0.001301447,0.0008964118,0.003524135,0.0008490239,0.002665509,0.0004491872,0.01684374],"category_scores_gemma":[0.0002668424,0.0003083277,0.0001065646,0.0006663437,0.0001324227,0.004468229,0.0003334047,0.002512892,0.00006519263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437187,"about_ca_system_score_gemma":0.004703673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.772477,"about_ca_topic_score_gemma":0.9207889,"domain_scores_codex":[0.9907872,0.004245718,0.001693397,0.0008873556,0.001057277,0.001329029],"domain_scores_gemma":[0.991862,0.0009585816,0.002961322,0.001067774,0.0008598102,0.002290488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002290838,0.0004938249,0.8825744,0.001853162,0.0002738996,0.0002628772,0.03769148,0.00001657893,0.002115689,0.0005693956,0.04988709,0.0219708],"study_design_scores_gemma":[0.001241239,0.0001439799,0.788462,0.001738931,0.00005421804,0.00002575543,0.01016268,0.00005129143,0.000155606,0.001455445,0.1959,0.0006089017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748043,0.001073752,0.00002552553,0.01393886,0.002009747,0.002354272,0.0004793215,0.00007588336,0.005238275],"genre_scores_gemma":[0.9881876,0.001241641,0.0003071788,0.00638826,0.001956466,0.0002062792,0.0001095269,0.0001198275,0.00148322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1483119,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3530066289197217,"score_gpt":0.6467090798462994,"score_spread":0.2937024509265777,"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."}}