{"id":"W2051819345","doi":"10.1097/acm.0000000000000702","title":"A Review of Literature on Medical Students and Scholarly Research","year":2015,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Vanderbilt University","keywords":"Medical education; Affect (linguistics); Psychology; Perception; Productivity; Medical research; 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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.06246194,0.0005522153,0.004933725,0.001306355,0.00008047567,0.00002005353,0.001309603,0.002262035,0.000578553],"category_scores_gemma":[0.4296299,0.0003002435,0.0001826688,0.002500994,0.001171437,0.0001520705,0.0005733146,0.01666891,0.0001636438],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005205032,"about_ca_system_score_gemma":0.01759436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003697342,"about_ca_topic_score_gemma":4.509667e-7,"domain_scores_codex":[0.979275,0.002105921,0.002146652,0.0008362904,0.01406229,0.001573807],"domain_scores_gemma":[0.9761456,0.003370826,0.0004498359,0.001036743,0.001640607,0.01735645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003379534,0.00002264849,0.000009143778,0.2322515,0.00006237297,0.0002340241,0.0001887234,4.020684e-11,1.190543e-7,0.0000697685,0.3271001,0.4400279],"study_design_scores_gemma":[0.0009590364,0.001290191,0.000002990144,0.4816828,0.0003076169,0.0005012614,0.0000346376,1.369727e-7,8.682831e-8,0.00005324482,0.5150807,0.00008724442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001147597,0.9619804,0.000001465943,0.03119078,0.0002549636,0.003291915,0.00002688553,0.00003356877,0.003208512],"genre_scores_gemma":[0.000001867711,0.9595035,0.00001181664,0.03518163,0.002188203,0.0001693945,0.0002686168,0.00007485031,0.00260006],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4399406,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6431319828042963,"score_gpt":0.6878862732996779,"score_spread":0.0447542904953816,"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."}}