{"id":"W4249775920","doi":"10.4300/1949-8357-8.5.787","title":"Top Research Papers","year":2016,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Data science; MEDLINE; Computer science; Library science; Medicine; Information retrieval; Medical education; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007471049,0.001509618,0.001980118,0.006352716,0.002011509,0.01592876,0.004696497,0.005400337,0.5269781],"category_scores_gemma":[0.02968684,0.0007474875,0.001422354,0.00827127,0.00143953,0.006695122,0.004760954,0.003685937,0.3963537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003724549,"about_ca_system_score_gemma":0.01082551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001648711,"about_ca_topic_score_gemma":0.001733331,"domain_scores_codex":[0.9908319,0.001836466,0.001110382,0.001572292,0.003880118,0.0007688299],"domain_scores_gemma":[0.9765206,0.004098927,0.001409762,0.002570139,0.01094652,0.004454071],"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":[0.00008663632,0.00005094831,0.0003746387,0.002994889,0.0000330265,0.0001142603,0.0001236424,0.00005346735,0.0002606557,0.006671775,0.7840807,0.2051553],"study_design_scores_gemma":[0.00002013409,0.0000223006,0.0003736207,0.001276099,0.00001516609,0.0001053609,0.0001187401,0.00001974142,0.00008049895,0.00185315,0.9961058,0.000009385605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001402618,0.09179532,0.004495917,0.07349157,0.1516995,0.0009606379,0.01362847,0.001936685,0.6605893],"genre_scores_gemma":[0.02076469,0.1366533,0.006820028,0.04850356,0.08014175,0.001269015,0.02046461,0.001695621,0.6836873],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5269781,"threshold_uncertainty_score":0.6747082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08367542206738414,"score_gpt":0.4612004103872152,"score_spread":0.3775249883198311,"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."}}