{"id":"W4234843510","doi":"10.7287/peerj.preprints.2581","title":"Doctor safety in Australian after-hours house-call medical services: the use of chaperones and chauffeurs","year":2016,"lang":"en","type":"preprint","venue":"","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quarter (Canadian coin); Duty; Service (business); Family medicine; Geography; Business; Political science; Marketing; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003118,0.0003182048,0.0007053699,0.0001320655,0.00002726286,0.00002546749,0.0002637662,0.0004839905,0.001311815],"category_scores_gemma":[0.0001454153,0.0001452324,0.0001526774,0.0000864141,0.0002263988,0.00006951529,0.0006710148,0.0005797541,0.00002375498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004734541,"about_ca_system_score_gemma":0.0001907987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000977771,"about_ca_topic_score_gemma":0.0008258875,"domain_scores_codex":[0.9980274,0.0000756443,0.00058755,0.0004408707,0.0005413481,0.0003272238],"domain_scores_gemma":[0.9984505,0.0002369903,0.0001303786,0.0006639275,0.00006682955,0.0004514456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005164974,0.000272527,0.9843128,0.00127307,0.0001593767,0.0002225397,0.001847964,0.00000196576,0.00005302341,0.0004040808,0.0008131743,0.01012302],"study_design_scores_gemma":[0.001337508,0.0001583561,0.9668996,0.003611697,0.00009909197,0.00003322209,0.000246863,0.00006761574,0.00009016022,0.0001479552,0.0270493,0.0002585704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672254,0.0002606664,0.00002535145,0.03097471,0.0003151468,0.0006674787,0.00005228264,0.00008675254,0.0003922642],"genre_scores_gemma":[0.9894555,0.001386495,0.0004374238,0.001758112,0.0001800428,0.00004274224,0.00001142951,0.00005477181,0.006673551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02921659,"threshold_uncertainty_score":0.9996011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03774890651877784,"score_gpt":0.29814147410421,"score_spread":0.2603925675854322,"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."}}