{"id":"W3021146874","doi":"","title":"Top 20 Research Studies of 2019 for Primary Care Physicians.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Aspirin; Colonoscopy; Internal medicine; Pharyngitis; Hepatitis B; Intensive care medicine; Pneumonia; Blood pressure; Colorectal cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001437187,0.0000485914,0.0002759695,0.00004365314,0.00004909111,0.000002899753,0.00004572351,0.00004060404,0.000004136233],"category_scores_gemma":[0.0003163439,0.00004308215,0.000176089,0.000185321,0.00004900371,0.0000344453,0.00003618359,0.0001175307,0.000008714211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008404544,"about_ca_system_score_gemma":0.00005718482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004020405,"about_ca_topic_score_gemma":0.000001151794,"domain_scores_codex":[0.9988908,0.0002342682,0.0001692123,0.0001573594,0.0003159616,0.000232417],"domain_scores_gemma":[0.9992115,0.00005328695,0.00003319041,0.0001466228,0.0004550494,0.0001003628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005620531,0.00004091916,0.0005201576,0.00367838,0.0001902093,0.000002265821,0.001545148,0.000001145025,0.0002191019,0.00005204878,0.0139612,0.9797332],"study_design_scores_gemma":[0.005523688,0.0006082454,0.7101716,0.0002932631,0.0003027435,0.000004359686,0.006778267,0.00001920102,0.009883354,0.0002661723,0.2659682,0.0001808648],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7376614,0.09665015,0.01047031,0.08586887,0.001503558,0.02741485,0.0002015389,0.0003379866,0.03989131],"genre_scores_gemma":[0.9941779,0.0006047087,0.0002632405,0.001178924,0.0004524605,0.001684668,0.00008377159,0.00001630479,0.001537962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9795523,"threshold_uncertainty_score":0.1756839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.168224355223353,"score_gpt":0.403989993440582,"score_spread":0.235765638217229,"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."}}