{"id":"W6906210072","doi":"10.17605/osf.io/esx8j","title":"Socioeconomic status and surgery utilization: New South Wales, Australia","year":2020,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Disadvantaged; Nephrectomy; Surgical procedures; Prostatectomy; Poverty","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002143695,0.0004826045,0.0008601504,0.000296381,0.0005283987,0.00008812059,0.0003775513,0.00112684,0.8136238],"category_scores_gemma":[0.001688972,0.0005457053,0.000156678,0.0001870788,0.0001217466,0.0001398479,0.0005743648,0.001216526,0.6892001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003722304,"about_ca_system_score_gemma":0.002200262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00395366,"about_ca_topic_score_gemma":0.001201799,"domain_scores_codex":[0.9944591,0.001346442,0.001120944,0.002050111,0.0002664807,0.0007569349],"domain_scores_gemma":[0.9958142,0.0005919178,0.0007641731,0.001915998,0.0001121071,0.0008016122],"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":[0.00003689224,0.00003757037,0.08452523,0.0006507138,0.0001326241,0.000006024349,0.003934265,0.0001762456,0.000008000326,0.001190941,0.9047725,0.004528981],"study_design_scores_gemma":[0.0004908809,8.431514e-7,0.008818736,0.0004636431,0.00007758489,0.000002260386,0.0006286694,0.0005457105,0.00000896163,0.0003177693,0.98813,0.0005148945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003202947,0.00003507379,0.006338232,0.003217845,0.001609237,0.003154272,0.0002222728,0.000671368,0.9815487],"genre_scores_gemma":[0.00340125,0.001525569,0.004557247,0.0008987885,0.0008092039,0.0002044175,0.0005311978,0.000402897,0.9876694],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1244236,"threshold_uncertainty_score":0.9996995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172459485671394,"score_gpt":0.3867561818080738,"score_spread":0.2695102332409344,"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."}}