{"id":"W2333587523","doi":"10.1097/ede.0000000000000110","title":"Commentary","year":2014,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Noise Effects and Management","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004007019,0.0003019755,0.001117868,0.0001245526,0.0003798314,0.000001042923,0.0003811581,0.001587658,0.002701118],"category_scores_gemma":[0.001165323,0.0002327039,0.0001623835,0.00004682571,0.0001040535,0.00001858285,0.000329025,0.004706551,0.005440256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650198,"about_ca_system_score_gemma":0.00003728838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008482402,"about_ca_topic_score_gemma":0.00003295665,"domain_scores_codex":[0.9887779,0.008703753,0.0008566003,0.0005022893,0.00008682085,0.001072653],"domain_scores_gemma":[0.9846203,0.01394063,0.0005568755,0.0007732729,0.00003557743,0.00007331887],"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":[0.000005756485,0.000004730639,0.003010072,0.0006156304,0.00006285599,0.00005475672,0.00004120467,9.237681e-7,5.406025e-7,0.001395801,0.9941014,0.0007063489],"study_design_scores_gemma":[0.0003165628,0.00007223552,0.0006302535,0.0001183432,0.00005712096,0.000001352373,0.00001092339,0.00002628831,7.625303e-8,0.007018483,0.9915382,0.000210191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00002687371,0.0002665391,0.001211848,0.9502232,0.005130646,0.0009077998,0.00001780769,0.0001542215,0.04206105],"genre_scores_gemma":[0.00003312122,0.00006892718,0.0006657821,0.9484835,0.02616713,0.0004015059,0.0009660575,0.00006009458,0.02315383],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02103648,"threshold_uncertainty_score":0.9997085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1684398782107243,"score_gpt":0.478492692495523,"score_spread":0.3100528142847987,"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."}}