{"id":"W2949000649","doi":"10.1186/s12889-019-6964-1","title":"Social factors in frequent callers: a description of isolation, poverty and quality of life in those calling emergency medical services frequently","year":2019,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; Hospital for Sick Children; McMaster University; Health Sciences Centre","funders":"","keywords":"Biostatistics; Medicine; Poverty; Public health; Social isolation; Isolation (microbiology); Medical emergency; Environmental health; Epidemiology; Nursing; Psychiatry; Pathology; Economic growth","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":[0.0004433028,0.0001981895,0.0002085792,0.001113303,0.001653331,0.0006116527,0.0003254973,0.0003191363,0.001015004],"category_scores_gemma":[0.0008794545,0.00009167705,0.00030068,0.0009868997,0.0007718116,0.0004273932,0.0008027457,0.0003842135,0.00005084506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002789043,"about_ca_system_score_gemma":0.001889015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2532446,"about_ca_topic_score_gemma":0.4346894,"domain_scores_codex":[0.9996257,0.00006563737,0.0000381334,0.00002269563,0.0001334572,0.000114362],"domain_scores_gemma":[0.9993979,0.00006448954,0.0001912963,0.00001041758,0.0001229859,0.0002129143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002969452,0.00004830946,0.9658867,0.0001202916,0.00003705304,0.0004350278,0.02612231,0.00004675125,0.0003920849,0.00007654539,0.0006129951,0.006192268],"study_design_scores_gemma":[9.826716e-7,0.00004125951,0.9775171,0.00002483946,0.000006719955,0.0001912083,0.02154391,0.00003645267,0.00001856218,0.00001268092,0.000600244,0.000006098118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986325,0.0003268561,0.00002435487,0.0001595864,0.000004169019,0.00001796836,0.0001072836,0.000001391566,0.0007258535],"genre_scores_gemma":[0.9995048,0.0002246935,0.00003754783,0.00003434922,0.00000392607,0.00001186781,0.00006141008,5.453359e-7,0.0001207858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532446,"threshold_uncertainty_score":0.5035412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244058539998515,"score_gpt":0.3818859914002026,"score_spread":0.2574801374003511,"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."}}