{"id":"W2134154606","doi":"","title":"Doctors without Hospitals: What to do about Specialists Who Can't Find Work","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University","funders":"","keywords":"Work (physics); Health care; Political science; Management; Family medicine; Medicine; Law; Economics; Engineering","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":[0.0355736,0.0009318548,0.002171036,0.002887704,0.02238588,0.02525082,0.005216281,0.05004392,0.03119675],"category_scores_gemma":[0.1323303,0.001221178,0.001488183,0.003487974,0.04557315,0.0393986,0.01074082,0.03825264,0.004340515],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0351289,"about_ca_system_score_gemma":0.1290468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1831224,"about_ca_topic_score_gemma":0.3195176,"domain_scores_codex":[0.9704582,0.01341171,0.001389639,0.00167047,0.005067354,0.00800263],"domain_scores_gemma":[0.8161521,0.08063132,0.008429312,0.003120467,0.01792387,0.07374298],"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":[0.0001547015,0.0002189669,0.005412306,0.001720265,0.00009285358,0.0005677766,0.0161485,0.0001210061,0.0001413205,0.07425942,0.84648,0.05468292],"study_design_scores_gemma":[0.0004172128,0.0001926167,0.01281948,0.01549313,0.0002335174,0.000898959,0.1152704,0.000198566,0.0001930012,0.180492,0.6734437,0.0003474592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.000454076,0.004492119,0.00004022789,0.992193,0.001178629,0.000004320791,0.00002517322,0.000003898092,0.00160847],"genre_scores_gemma":[0.050321,0.0171521,0.0005900856,0.9180017,0.009445225,0.0001043358,0.00008373147,0.00004819596,0.004253735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9648711,"threshold_uncertainty_score":0.364113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457882970431844,"score_gpt":0.2942728660774028,"score_spread":0.2796940363730844,"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."}}