{"id":"W3157811151","doi":"10.1016/j.jacl.2021.04.001","title":"Clinical reasoning and prevention of cardiovascular disease","year":2021,"lang":"en","type":"article","venue":"Journal of clinical lipidology","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"Servier; Novartis","keywords":"Medicine; Observational study; Clinical trial; Disease; Randomized controlled trial; Metric (unit); Intensive care medicine; Event (particle physics); Primary prevention; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.009882484,0.0001029794,0.00177093,0.00006079891,0.00002951748,0.000005856723,0.00007369772,0.0002435463,0.00005944807],"category_scores_gemma":[0.009527305,0.00007913131,0.002685879,0.0001243295,0.0002160123,0.00006525344,0.00007686739,0.0007049271,0.000002981034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001289118,"about_ca_system_score_gemma":0.001034323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007146084,"about_ca_topic_score_gemma":0.000001372319,"domain_scores_codex":[0.9952902,0.00154426,0.002223147,0.000255697,0.0005114451,0.0001752446],"domain_scores_gemma":[0.9969929,0.0005690517,0.0006846598,0.0005531499,0.0006530753,0.0005471202],"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":[0.001905294,0.0008713259,0.3096467,0.0004296771,0.006563833,0.0006332412,0.00002699032,0.00004485506,0.00002914476,0.0006268973,0.001312033,0.67791],"study_design_scores_gemma":[0.007634744,0.002222359,0.8102275,0.0006087302,0.003988743,0.001641981,0.00007782844,0.00007972462,0.00005112258,0.001228231,0.1721245,0.0001146196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616475,0.02867382,0.004759734,0.001392973,0.002933584,0.0001692914,0.00000241381,0.000007024006,0.0004136727],"genre_scores_gemma":[0.9503574,0.02347985,0.01482052,0.0006404215,0.01043371,0.000002112135,0.000005093852,0.00002206979,0.0002388035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6777954,"threshold_uncertainty_score":0.9988159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08588843561969628,"score_gpt":0.4219238485394571,"score_spread":0.3360354129197608,"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."}}