{"id":"W2995921788","doi":"10.1101/19008516","title":"Local socioeconomic status and paramedic students’ academic performance","year":2019,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Graduation (instrument); Socioeconomic status; Poverty; Disadvantaged; Psychology; Academic achievement; Medical education; Poverty rate; Demography; Medicine; Mathematics education; Sociology; Economic growth; Economics; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007065931,0.0001117223,0.0001727464,0.0007712204,0.0004958837,0.0009741278,0.0002178583,0.0001776418,0.006322238],"category_scores_gemma":[0.003915051,0.00007675536,0.0002032044,0.0008902454,0.0002895101,0.0002615142,0.0007064796,0.0003174222,0.0006707413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003173278,"about_ca_system_score_gemma":0.0003458661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330231,"about_ca_topic_score_gemma":0.01768058,"domain_scores_codex":[0.9996839,0.0001086364,0.00002266483,0.00004256056,0.00007077423,0.0000715633],"domain_scores_gemma":[0.9975665,0.0006282371,0.0007905273,0.0001230908,0.000275168,0.0006164362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002125947,0.00004216531,0.9980896,0.000004402445,0.00001983177,0.00002458988,0.0001426313,0.00004429497,0.0000379556,0.00002841854,0.0001246228,0.001420294],"study_design_scores_gemma":[0.000001015759,0.00002993233,0.9991968,0.00000460004,0.000004812955,0.00001239006,0.0005349572,0.00006958647,0.00002122427,0.00001245528,0.0001111845,0.000001158316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988762,0.00002654908,0.00001913528,0.00004977431,0.000001631839,0.000001555911,0.0001381733,0.000001466612,0.0008855435],"genre_scores_gemma":[0.9997008,0.00001727626,0.00001119972,0.000005139673,0.000002285336,0.000001368137,0.00008169533,6.035803e-7,0.0001797444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01330231,"threshold_uncertainty_score":0.02644974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334312967623022,"score_gpt":0.4615529039324083,"score_spread":0.3281216071701061,"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."}}