{"id":"W4403287240","doi":"10.2139/ssrn.4981721","title":"Wealth Shocks and Physician Behavior: Evidence from Childbirth","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Global Health Care Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Childbirth; Psychology; Economics; Pregnancy","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":[0.001947367,0.0003886309,0.0006844772,0.001184309,0.0007983758,0.00160953,0.001281523,0.002403087,0.01367747],"category_scores_gemma":[0.01919635,0.0005777073,0.001285874,0.003323718,0.0009768649,0.001135185,0.001807658,0.002002319,0.001398107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004822816,"about_ca_system_score_gemma":0.0008024088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09033768,"about_ca_topic_score_gemma":0.06743515,"domain_scores_codex":[0.9987804,0.0005255555,0.00009153914,0.0001544516,0.0001156477,0.0003323969],"domain_scores_gemma":[0.9725719,0.01371872,0.009007015,0.001644689,0.0008410929,0.002216528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001623985,0.000400863,0.9848514,0.0001720713,0.0007791272,0.0003229948,0.0006626595,0.0004131196,0.0001497179,0.0003857268,0.002386781,0.007851563],"study_design_scores_gemma":[0.00005517957,0.0001923086,0.9968309,0.00008501759,0.0003273932,0.00005873605,0.001023572,0.0001576735,0.00006697269,0.000189241,0.00100331,0.000009708975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834984,0.006301061,0.000164677,0.002377814,0.0000635531,0.000017252,0.004445607,0.00001148901,0.003120127],"genre_scores_gemma":[0.9905993,0.004108581,0.00005728251,0.0003769658,0.00008839354,0.00001122795,0.002502242,0.00001153779,0.002244397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09033768,"threshold_uncertainty_score":0.1796237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912144610268494,"score_gpt":0.4273183425477045,"score_spread":0.3881968964450196,"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."}}