{"id":"W2092675000","doi":"10.1136/bmj.f2536","title":"Half of paediatric consultants would not take part in shift working","year":2013,"lang":"en","type":"article","venue":"BMJ","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Census; Working hours; Medicine; Family medicine; Nursing; Psychology; Political science; History; Population; Law","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":[0.00376816,0.000183673,0.0003220596,0.0004696516,0.0009462748,0.001193578,0.0006250294,0.001874657,0.01509046],"category_scores_gemma":[0.02071037,0.0003171264,0.0004656798,0.0008107697,0.0006517756,0.001079674,0.001319462,0.001384977,0.005963773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009761141,"about_ca_system_score_gemma":0.00264847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00598291,"about_ca_topic_score_gemma":0.007420312,"domain_scores_codex":[0.9956571,0.00104994,0.0003367625,0.0003186126,0.001575511,0.001062191],"domain_scores_gemma":[0.9865358,0.002628434,0.003425532,0.0006145911,0.002698899,0.0040966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007048306,0.0002681496,0.6305034,0.0009765304,0.00008476665,0.002050275,0.01376828,0.0002480439,0.004039597,0.001887327,0.1921747,0.1532941],"study_design_scores_gemma":[0.0000910934,0.0006179271,0.733968,0.001869192,0.00004518008,0.008083651,0.0445968,0.0004064598,0.001184207,0.0008776636,0.2081374,0.0001225085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996603,0.00492537,0.00115001,0.04166837,0.001821459,0.0003468487,0.0034598,0.0002345119,0.04673324],"genre_scores_gemma":[0.950466,0.002993816,0.000730456,0.03194552,0.0002768815,0.0004110128,0.0008833133,0.00005637794,0.01223657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01509046,"threshold_uncertainty_score":0.05048263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0925147041804831,"score_gpt":0.3987456686967422,"score_spread":0.3062309645162591,"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."}}