{"id":"W2939579350","doi":"10.1016/j.ipej.2019.04.003","title":"Accepting our own limitations: Perhaps technology can do better","year":2019,"lang":"en","type":"editorial","venue":"Indian Pacing and Electrophysiology Journal","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Intensive care 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003908238,0.0004829997,0.001036325,0.00132901,0.0006722822,0.00006801322,0.0002578811,0.003136474,0.000009798192],"category_scores_gemma":[0.001627814,0.0004178333,0.0001705777,0.0004024465,0.000156829,0.00008933193,0.0000923752,0.007676719,0.0000505509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531537,"about_ca_system_score_gemma":0.00120712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000201954,"about_ca_topic_score_gemma":0.00001013947,"domain_scores_codex":[0.9971029,0.0001786187,0.0006719952,0.0006228763,0.000351567,0.001072039],"domain_scores_gemma":[0.9978868,0.0003818022,0.0005878282,0.0004476426,0.0004385428,0.0002574338],"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":[0.0007077836,0.0001790773,0.02551324,0.001023135,0.001384965,0.001830856,0.003020882,0.000006292809,0.02400345,0.00007097609,0.6475936,0.2946658],"study_design_scores_gemma":[0.0086343,0.02032574,0.005537527,0.007156582,0.001380946,0.009242422,0.01089408,0.00002048742,0.003411388,0.008159069,0.9221658,0.003071659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6970447,0.00259403,0.00001249076,0.00474322,0.2949409,0.0003283931,0.00002363297,0.0001865289,0.0001259863],"genre_scores_gemma":[0.649296,0.003394228,0.0005663023,0.0002756602,0.3460727,0.00002476062,0.0001039877,0.00007684081,0.0001895554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2915941,"threshold_uncertainty_score":0.9998273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636649149669737,"score_gpt":0.2947788719227436,"score_spread":0.2784123804260462,"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."}}