{"id":"W2948269163","doi":"","title":"Cmbes Peer Review of London Health Sciences Centre, October 2007","year":2008,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Hamilton Health Sciences","funders":"","keywords":"Media studies; Library science; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00382571,0.0002418452,0.0007770403,0.0001418899,0.001368489,0.000006607755,0.0003434774,0.0002242019,0.0006966866],"category_scores_gemma":[0.001080086,0.0001865246,0.0001173411,0.0005273842,0.000301586,0.0002552535,0.000120916,0.0006161146,0.0003043698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001656861,"about_ca_system_score_gemma":0.0009943022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395864,"about_ca_topic_score_gemma":0.00009127398,"domain_scores_codex":[0.9960756,0.0001364943,0.001221535,0.0004793554,0.001141477,0.0009455817],"domain_scores_gemma":[0.9962922,0.0001586502,0.000730155,0.0001781426,0.002283043,0.0003577975],"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":[0.00001231873,0.00008502986,0.0867927,0.0419104,0.00001678947,0.000002940404,0.008692529,4.521786e-8,0.00004106994,0.007822332,0.8523002,0.002323665],"study_design_scores_gemma":[0.0004586412,0.0002734172,0.02205214,0.02911297,0.00001177765,0.00002899967,0.009344799,0.000007749148,0.00006685236,0.0001653745,0.9381994,0.0002778986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3892743,0.2379262,0.00001104446,0.126989,0.002148603,0.003498949,0.00006516619,0.000368656,0.2397181],"genre_scores_gemma":[0.7101808,0.2260014,0.001144288,0.02160196,0.002025166,0.0001880804,0.00002447252,0.0000907934,0.03874297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3209065,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1804744128175429,"score_gpt":0.4639698963523107,"score_spread":0.2834954835347678,"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."}}