{"id":"W2055460178","doi":"10.3109/0142159x.2013.819685","title":"Scholarship in an age of big data","year":2013,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Scholarship; Big data; MEDLINE; Data science; Psychology; Medical education; Medicine; Computer science; Political science; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03548365,0.0003354684,0.001230175,0.006591864,0.01448764,0.02328559,0.002605363,0.007089198,0.01733729],"category_scores_gemma":[0.1079827,0.0004006877,0.0004695466,0.008820567,0.02198264,0.0435336,0.0268161,0.01439006,0.001991848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006452683,"about_ca_system_score_gemma":0.02830398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003752967,"about_ca_topic_score_gemma":0.00778991,"domain_scores_codex":[0.9817661,0.007741591,0.0008186608,0.001609946,0.005486653,0.002577086],"domain_scores_gemma":[0.7593602,0.1284078,0.008949714,0.01314597,0.01868996,0.07144636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007073357,0.0002115585,0.01759545,0.0003707334,0.00005165797,0.0005002971,0.04867637,0.0003119175,0.0001698747,0.6288021,0.2093998,0.09383968],"study_design_scores_gemma":[0.00002757433,0.00006003221,0.004640275,0.000590533,0.000009137382,0.0002083651,0.04880711,0.0006911396,0.0001985405,0.5612754,0.3834525,0.0000395024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03808474,0.009754635,0.004382226,0.899836,0.0065325,0.00003661944,0.0003507201,0.0001653289,0.04085726],"genre_scores_gemma":[0.7671795,0.01705672,0.00602073,0.1374605,0.03017158,0.0001530649,0.0006445943,0.0003840904,0.04092923],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9767144,"threshold_uncertainty_score":0.1876577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189108205682714,"score_gpt":0.3532344450870613,"score_spread":0.2343236245187898,"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."}}