{"id":"W2768903256","doi":"10.1053/j.gastro.2017.11.017","title":"Living Like an Academic Athlete: How to Improve Clinical and Academic Productivity as a Gastroenterologist","year":2017,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Institute for Clinical Evaluative Sciences; University of Ottawa; Children's Hospital of Eastern Ontario","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada; Canadian Association of Gastroenterology; Canadian Child Health Clinician Scientist Program","keywords":"Productivity; Athletes; Publishing; Public relations; Psychology; Medical education; Marketing; Business; Medicine; Political science; Physical therapy; Economics","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.006233915,0.0002978893,0.0005646758,0.0003208766,0.0005728124,0.0005986848,0.002275516,0.0002634841,0.00006669272],"category_scores_gemma":[0.003015029,0.000245451,0.0001446211,0.00008419614,0.0007601426,0.002303392,0.001745002,0.001019053,0.0002520118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002880116,"about_ca_system_score_gemma":0.0000289586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003045328,"about_ca_topic_score_gemma":0.0001904148,"domain_scores_codex":[0.9958878,0.0005491821,0.0009102952,0.001103257,0.0007428757,0.0008065703],"domain_scores_gemma":[0.996811,0.0002205249,0.0008197476,0.001454448,0.0001565579,0.0005377028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004042402,0.00004902466,0.9715748,0.000002990473,0.00001747493,0.000009113022,0.0003107316,0.000002152371,0.0009641605,0.00006601276,0.004625446,0.02197387],"study_design_scores_gemma":[0.0006575185,0.001746524,0.9889201,0.00001552496,0.00003289418,0.00005314658,0.0003733437,0.0003689705,0.00001639103,0.0004145407,0.007275242,0.0001258402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798607,0.0000131143,0.002397782,0.01569563,0.00134391,0.0004748777,0.00002376066,0.00007211317,0.0001181097],"genre_scores_gemma":[0.9915144,0.00003824011,0.0008988698,0.005328732,0.0005303654,0.0000624456,0.000004169931,0.00001691247,0.001605801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02184802,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.260610105662667,"score_gpt":0.4755391080270533,"score_spread":0.2149290023643863,"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."}}