{"id":"W3173629340","doi":"10.1192/bjo.2021.555","title":"Dublin's homeless crisis – is this reflected in emergency department psychiatry referrals?","year":2021,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Medicine; Quarter (Canadian coin); Population; Psychiatry; Social deprivation; Family medicine; Geography; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001345801,0.00008487374,0.0002540607,0.000856808,0.0007404027,0.001725592,0.0006655381,0.000484716,0.004005097],"category_scores_gemma":[0.008563126,0.0002766897,0.0002184048,0.001352041,0.001047158,0.001550372,0.00165828,0.0009979007,0.0003375248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001873749,"about_ca_system_score_gemma":0.002222684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03324781,"about_ca_topic_score_gemma":0.05543265,"domain_scores_codex":[0.9981213,0.0003790806,0.0002310309,0.0002922321,0.0004273208,0.0005490122],"domain_scores_gemma":[0.9948232,0.0005723839,0.002743062,0.0001527227,0.0005924592,0.001116144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007188122,0.00005845418,0.9684437,0.0001543519,0.00002948902,0.0007918563,0.009435261,0.00002947168,0.0001901718,0.0002874133,0.00468197,0.01582597],"study_design_scores_gemma":[0.00000420615,0.00003389961,0.9704752,0.0001496179,0.000005061609,0.0007982434,0.0268315,0.00003257726,0.00002060849,0.00006523313,0.00157665,0.000007262158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986671,0.001162361,0.0000658631,0.007488725,0.0001018521,0.00002936686,0.0005296963,0.000007392879,0.003943852],"genre_scores_gemma":[0.998004,0.000651945,0.00005289421,0.0007885049,0.0000645713,0.0000123526,0.0001744242,0.000003861128,0.0002473369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03324781,"threshold_uncertainty_score":0.06610852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246985312780898,"score_gpt":0.4987243148445454,"score_spread":0.3740257835664556,"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."}}