{"id":"W238016979","doi":"10.1097/acm.0000000000000759","title":"Evaluating Academic Scientists Collaborating in Team-Based Research","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, University of North Carolina at Chapel Hill; National Center for Research Resources; National Center for Advancing Translational Sciences; National Center for Complementary and Alternative Medicine; Feinberg School of Medicine; U.S. Public Health Service; University of Texas Health Science Center at San Antonio; Weill Cornell Medical College; Georgia Clinical and Translational Science Alliance; University of Texas Health Science Center at Houston; University of South Carolina; University of Cincinnati; University of Pittsburgh; University of Miami; York University; Northwestern University; School of Medicine, Duke University; National Institutes of Health; Georgetown-Howard Universities Center for Clinical and Translational Science; National Cancer Institute; Carnegie Mellon University; Medical School, University of Michigan; Vanderbilt University; University of Washington; School of Medicine, New York University; Massachusetts General Hospital","keywords":"Medical education; Psychology; Engineering ethics; Medicine; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1007664,0.0002021412,0.0004666121,0.002116114,0.0004053351,0.0001016441,0.001937032,0.0003760121,0.0003985424],"category_scores_gemma":[0.09969703,0.0001422861,0.0000297617,0.01173023,0.0008854063,0.0007207673,0.0005135107,0.002874503,0.0005983693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005855898,"about_ca_system_score_gemma":0.002624826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007694609,"about_ca_topic_score_gemma":0.0001912487,"domain_scores_codex":[0.9840512,0.002676407,0.001613166,0.0009782508,0.009637651,0.001043316],"domain_scores_gemma":[0.9898724,0.004485144,0.0003269068,0.0007128904,0.003933259,0.0006694185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008515606,0.00003274089,0.08306522,0.00002597374,0.000009383764,0.00007968677,0.02648936,0.003076086,0.04606713,0.006060997,0.8077635,0.02647835],"study_design_scores_gemma":[0.01114049,0.004318682,0.01028016,0.001835379,0.00002015452,0.00004876789,0.1700463,0.5012348,0.00677207,0.2444835,0.04901775,0.0008019128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421761,0.00155287,0.0009285428,0.02928029,0.0009725854,0.0008981533,0.000007838896,0.00005260464,0.02413099],"genre_scores_gemma":[0.9882223,0.00001562116,0.0004018544,0.0005419777,0.001069266,0.0001056785,0.00001564477,0.00001873177,0.009608944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7587457,"threshold_uncertainty_score":0.9994259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8065942262259496,"score_gpt":0.678372197907538,"score_spread":0.1282220283184116,"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."}}