{"id":"W2588322973","doi":"10.1093/aje/163.suppl_11.s23-c","title":"Impact of Observer Variation on Post-Test Probability, Results from a Simulation Study","year":2006,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Variation (astronomy); Observer (physics); Statistics; Test (biology); Medicine; Mathematics; Geology; Physics; Paleontology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03973265,0.0001423916,0.0008122285,0.0003937881,0.00006852079,0.00002756549,0.0004916474,0.00005008621,0.0002062095],"category_scores_gemma":[0.1539289,0.00008625061,0.0003203587,0.0008433994,0.0002204412,0.0002459488,0.0000348487,0.0001687596,0.00002639513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001945227,"about_ca_system_score_gemma":0.0002382476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004673473,"about_ca_topic_score_gemma":0.000358585,"domain_scores_codex":[0.9908622,0.004234456,0.002988702,0.0004263226,0.001258236,0.0002300965],"domain_scores_gemma":[0.9497069,0.0413833,0.005416458,0.0006192779,0.002771116,0.0001029301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009807011,0.000630011,0.6509317,2.544928e-7,0.00004048885,0.000001123486,0.0005877592,0.3327362,0.00101018,0.00004816254,0.0008616676,0.01217169],"study_design_scores_gemma":[0.001045405,0.005286077,0.9319384,0.00001208205,0.00004044829,0.000001476119,0.0003241441,0.02650507,0.00001393542,0.03472098,0.00003904834,0.00007291869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920428,0.00001755364,0.006203642,0.0008433864,0.0003787707,0.0002692021,0.00005217518,0.000005525101,0.0001869504],"genre_scores_gemma":[0.9976027,8.652033e-7,0.002020981,0.00008893586,0.0002172845,0.000001450686,0.00001885007,0.000005253348,0.00004368061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062311,"threshold_uncertainty_score":0.9887973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3487510092696632,"score_gpt":0.487892054943907,"score_spread":0.1391410456742438,"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."}}