{"id":"W3157449679","doi":"10.15173/sciential.vi6.2722","title":"Urban health — What it is and Why We Should Care","year":2021,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Public health; Urbanization; Prioritization; Field (mathematics); Inequality; Health geography; Health care; Health policy; Sociology; Environmental planning; Regional science; Geography; Economic growth; International health; Medicine; Management science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003003254,0.0002570606,0.0003955319,0.000532147,0.002601328,0.005664481,0.0007030299,0.00007973982,0.0004633837],"category_scores_gemma":[0.0002936955,0.0002115877,0.0001274238,0.002256551,0.0009331672,0.006737183,0.0007395861,0.0004630613,0.0001215693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002012792,"about_ca_system_score_gemma":0.0009027261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006685106,"about_ca_topic_score_gemma":0.0003672101,"domain_scores_codex":[0.9959052,0.00006509922,0.0006936701,0.0007346013,0.001089079,0.00151236],"domain_scores_gemma":[0.9980138,0.00003405025,0.0004865604,0.0003105187,0.0008453295,0.0003097551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008491324,0.00003338874,0.001079042,0.0001306076,0.0000094711,0.00001736064,0.000767406,0.00007410971,0.0001748929,0.009085353,0.9667938,0.02182612],"study_design_scores_gemma":[0.0004665239,0.00003752156,0.0005953515,0.0001771387,0.00001452963,0.0001562012,0.00808745,0.003028858,0.00002063511,0.007024825,0.9801569,0.000234088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01509394,0.003516683,0.0009441869,0.9616001,0.006708379,0.0001829006,0.000004524812,0.00005055068,0.01189874],"genre_scores_gemma":[0.307624,0.003445836,0.001232233,0.6817158,0.003835989,0.000004999082,0.0000107331,0.00003701364,0.002093458],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.29253,"threshold_uncertainty_score":0.9986972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06061648515797705,"score_gpt":0.3316738150794127,"score_spread":0.2710573299214357,"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."}}