{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002227778,0.0004891095,0.0008698571,0.0004728206,0.0001678057,0.0001145681,0.0002206214,0.0007714184,0.000006939395],"category_scores_gemma":[0.00003904655,0.0004650102,0.0006348994,0.0006517369,0.00008036436,0.00005245775,0.0000376696,0.002854475,0.001549857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134564,"about_ca_system_score_gemma":0.003834564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06469323,"about_ca_topic_score_gemma":0.00260113,"domain_scores_codex":[0.997035,0.00006482611,0.0003529997,0.0008316913,0.0006339733,0.001081529],"domain_scores_gemma":[0.9976484,0.00003831656,0.00007692038,0.001389668,0.0001870179,0.0006596654],"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":[0.000001467695,0.000004023068,0.000004642929,0.0008573826,0.0002748457,0.005260628,0.00001716978,4.82164e-7,0.00004900108,0.00001691543,0.9141312,0.07938226],"study_design_scores_gemma":[0.0002070285,0.0001037594,0.0002928469,0.001307009,0.0005144094,0.00004824287,0.00004226563,0.00002720923,0.00001847196,0.000132993,0.9968634,0.0004423774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0003806073,0.006658556,0.00000456407,0.4491673,0.002051834,0.0009724271,0.0002712151,0.000254592,0.5402389],"genre_scores_gemma":[0.0003898992,0.00004181126,0.0001940433,0.950271,0.04039262,0.00007754469,0.0006696061,0.0002425165,0.007721019],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5325179,"threshold_uncertainty_score":0.9997802,"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."}}