{"id":"W4251185311","doi":"10.7748/ns.24.51.28.s31","title":"Readers panel","year":2010,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Norfolk General Hospital","funders":"","keywords":"Homeopathy; Cash; Medicine; Psychology; Alternative medicine; Business; Finance; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003083488,0.000171354,0.0002993978,0.0001056867,0.001165808,0.00002663841,0.0002364216,0.0004096766,0.001305907],"category_scores_gemma":[0.002266365,0.0001605128,0.00005729034,0.0002187025,0.0002671637,0.0002953089,0.00003071716,0.002525765,0.0006598818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000360027,"about_ca_system_score_gemma":0.001066537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004024785,"about_ca_topic_score_gemma":0.0005894515,"domain_scores_codex":[0.9966947,0.001021492,0.0005571021,0.0003669416,0.0005536738,0.0008060783],"domain_scores_gemma":[0.9972673,0.00108456,0.0002893846,0.0006376428,0.0003799081,0.0003411837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001152598,0.0002853802,0.08836438,0.0007671209,0.00006485567,0.00005217701,0.10524,0.00000117671,0.008916639,0.06626117,0.2861399,0.4427545],"study_design_scores_gemma":[0.001314288,0.0002049044,0.03937939,0.0009211052,0.0000489497,0.00001340708,0.02607635,0.00002727431,0.0004298945,0.01132929,0.9198368,0.0004184043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7469399,0.0001761579,0.002004488,0.1086468,0.01260212,0.001037008,0.0001311295,0.000682862,0.1277796],"genre_scores_gemma":[0.9822378,0.00003180242,0.006808856,0.00682741,0.001326617,0.00004771058,0.00001993739,0.00006690431,0.002633013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6336968,"threshold_uncertainty_score":0.9997755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6577823670237741,"score_gpt":0.5904287979234035,"score_spread":0.0673535691003706,"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."}}