{"id":"W4399726013","doi":"10.46747/cfp.7006371","title":"Repeat lipid testing","year":2024,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001035029,0.0006130508,0.0007918103,0.001041158,0.002024087,0.001103721,0.000907321,0.006574276,0.01888431],"category_scores_gemma":[0.01006177,0.0001935054,0.0008817599,0.0006680988,0.0006640893,0.001539219,0.0005636372,0.009037703,0.008988907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002255592,"about_ca_system_score_gemma":0.003171439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0365834,"about_ca_topic_score_gemma":0.04707925,"domain_scores_codex":[0.998307,0.0003470964,0.0001381675,0.0002449726,0.0006317133,0.0003311067],"domain_scores_gemma":[0.9964783,0.0008098965,0.0002560091,0.0002300625,0.001230236,0.0009956217],"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":[0.0001643172,0.0001498741,0.01628173,0.0001058278,0.00005016004,0.0140981,0.0001758468,0.0001192806,0.0005839354,0.001856736,0.9008769,0.06553728],"study_design_scores_gemma":[0.0002733711,0.0004669596,0.0456882,0.004365067,0.0001732921,0.06382278,0.001441549,0.001418804,0.001138734,0.02326056,0.8577117,0.0002387668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008033186,0.01693098,0.002705179,0.8375764,0.01707977,0.0001714574,0.0009895188,0.0004391365,0.1160744],"genre_scores_gemma":[0.125039,0.01071818,0.002698942,0.7896033,0.02319939,0.0001476404,0.001092202,0.0001510825,0.04735016],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9634166,"threshold_uncertainty_score":0.07274091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922382802546592,"score_gpt":0.2396468655520273,"score_spread":0.2104230375265614,"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."}}