{"id":"W4234077371","doi":"10.3410/f.734959155.793577307","title":"Faculty Opinions recommendation of Lipid-Lowering Agents.","year":2020,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Data science; Computer science; Information retrieval; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.001783509,0.001337523,0.001639444,0.003046738,0.0005413688,0.003047622,0.002458073,0.002176669,0.2480949],"category_scores_gemma":[0.01648218,0.0006142333,0.001404809,0.004935542,0.0003113375,0.001621615,0.001881209,0.001836853,0.190657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644273,"about_ca_system_score_gemma":0.003851379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01869955,"about_ca_topic_score_gemma":0.04573974,"domain_scores_codex":[0.9981967,0.0003360923,0.0002887534,0.0004398398,0.0005362903,0.0002023042],"domain_scores_gemma":[0.9934773,0.001842437,0.001041575,0.0009563913,0.001771802,0.0009102998],"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":[0.00005309001,0.00001176625,0.0004624475,0.0004837632,0.00002013673,0.000007301328,0.000004940703,0.00003855863,0.00003305412,0.000207315,0.9963042,0.002373389],"study_design_scores_gemma":[0.0003499206,0.0000163931,0.002943733,0.0004187648,0.00004319501,0.00002942471,0.00001690399,0.000175587,0.0001472934,0.0006555642,0.995188,0.00001528346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006864239,0.00009740951,0.00004058678,0.0002430793,0.00004668267,0.00001314049,0.9971278,0.0001530829,0.002209574],"genre_scores_gemma":[0.0006144501,0.0002090791,0.0002776565,0.0003885304,0.00004696616,0.00007112267,0.9945649,0.00007910855,0.003748077],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2480949,"threshold_uncertainty_score":0.8299601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333706575112921,"score_gpt":0.4467358349353763,"score_spread":0.3133651774240842,"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."}}