{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004440945,0.0001875346,0.0001895144,0.0006946986,0.000576775,0.0005821646,0.000270012,0.0002553071,0.001303933],"category_scores_gemma":[0.001488408,0.0001655017,0.0003305886,0.00124955,0.0003095923,0.0004960312,0.001168373,0.0004890859,0.00024474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599205,"about_ca_system_score_gemma":0.001623972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2832905,"about_ca_topic_score_gemma":0.4459698,"domain_scores_codex":[0.9995964,0.00009802034,0.00006137075,0.00005050493,0.0001116071,0.00008207326],"domain_scores_gemma":[0.9990563,0.00006351186,0.0003137597,0.0000278672,0.0002205399,0.0003181049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002979405,0.00007652104,0.9919225,0.00005320057,0.00004138624,0.0001122545,0.001302898,0.00008251755,0.000157262,0.0001132526,0.0008909656,0.005217416],"study_design_scores_gemma":[0.00000158875,0.00002739968,0.9986267,0.00001868136,0.000005221327,0.00004453634,0.0006497065,0.0001041563,0.00001144921,0.00001860308,0.0004898399,0.000002117426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960318,0.000374093,0.0000878136,0.0005275161,0.00001372727,0.00003713021,0.0007968812,0.000001957701,0.00212889],"genre_scores_gemma":[0.9972305,0.0005228184,0.0001871539,0.0001800681,0.00001263002,0.00007059373,0.0004739213,0.000001926673,0.001320333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2832905,"threshold_uncertainty_score":0.5632832,"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."}}