{"id":"W2573168959","doi":"10.1001/jamacardio.2016.5207","title":"Challenges of Assessing Common Problems Presenting in Uncommon High-Risk Patient Populations","year":2017,"lang":"en","type":"letter","venue":"JAMA Cardiology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Medicine; Intensive care medicine; MEDLINE","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01080274,0.0003819175,0.003236501,0.0007881345,0.0002557783,0.0001277734,0.0006601272,0.001548943,0.000025562],"category_scores_gemma":[0.004001451,0.0004878542,0.0003391619,0.00009278733,0.0001672426,0.0005437173,0.0002404424,0.001790379,0.0001473125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005728023,"about_ca_system_score_gemma":0.0001346268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261956,"about_ca_topic_score_gemma":0.001525962,"domain_scores_codex":[0.9909557,0.002038187,0.005254673,0.0009489911,0.0001347513,0.0006677545],"domain_scores_gemma":[0.9878017,0.001713856,0.008841939,0.001468445,0.0001044963,0.0000695788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006268515,0.00005299896,0.5083674,0.002012405,0.0003426682,0.0000608181,0.001640916,0.003867859,6.482921e-7,0.008787032,0.4716815,0.003179448],"study_design_scores_gemma":[0.001110172,0.0001391568,0.46169,0.0007409847,0.00005317825,0.00004117976,0.0005566541,0.001172037,0.000001563705,0.06475482,0.4688784,0.0008618909],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2239841,0.009436549,0.0002598443,0.742523,0.003233769,0.001439912,0.001212589,0.00005311613,0.01785715],"genre_scores_gemma":[0.9465548,0.0009968366,0.001203914,0.04553354,0.004268154,0.0003384259,0.0008316088,0.0001133541,0.0001593569],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7225707,"threshold_uncertainty_score":0.9997573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.422984525553734,"score_gpt":0.4278159289360352,"score_spread":0.004831403382301203,"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."}}