{"id":"W7017631134","doi":"","title":"Beaumont hospital: Positive developments: annual report 2006.","year":2015,"lang":"en","type":"report","venue":"Lenus, The Irish Health Repository (Dr Steevens Hospital Library)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Population; Referral; Attendance","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.006647037,0.003807616,0.004730119,0.00119023,0.002587801,0.001285054,0.004513395,0.002580709,0.00008513453],"category_scores_gemma":[0.001907123,0.003260841,0.00163496,0.002517542,0.001401768,0.004595222,0.003012481,0.005895256,0.001861967],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009515303,"about_ca_system_score_gemma":0.0528224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006675095,"about_ca_topic_score_gemma":0.00008749471,"domain_scores_codex":[0.969395,0.002323187,0.007465695,0.004979714,0.01115362,0.004682748],"domain_scores_gemma":[0.9735903,0.0005985738,0.01141103,0.006272615,0.005056964,0.003070557],"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":[0.0002248509,0.001474209,0.01217159,0.0007723232,0.001502185,0.01259053,0.003667605,0.00001665314,0.000003758406,0.00003352918,0.9653461,0.002196665],"study_design_scores_gemma":[0.001269866,0.002792698,0.0649998,0.002745341,0.0004658128,0.005551103,0.001712517,0.00000594974,0.0001895509,0.0001637606,0.916433,0.003670641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03154281,0.09564801,0.00005545794,0.03066717,0.06756225,0.02045898,0.02579607,0.007531343,0.7207379],"genre_scores_gemma":[0.0933819,0.008294055,0.00578866,0.005764719,0.03051187,0.004090546,0.02373359,0.009325083,0.8191096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09837165,"threshold_uncertainty_score":0.9999396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379136241872662,"score_gpt":0.2950243602367275,"score_spread":0.2712329978180009,"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."}}