{"id":"W2054527186","doi":"10.1373/clinchem.2008.105494","title":"National Academy of Clinical Biochemistry Laboratory Medicine Practice Guidelines for the Use of Tumor Markers","year":2008,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Abbott Diagnostics","keywords":"Clinical biochemistry; Medical laboratory; Clinical Practice; Medicine; Medical physics; Medical education; Family medicine; 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":[0.01041302,0.0002589253,0.001083665,0.00002861497,0.0000958708,0.000005567634,0.0003455604,0.0004646212,0.0003229989],"category_scores_gemma":[0.5516331,0.0001833452,0.0005693613,0.00034951,0.00174314,0.0002279681,0.0001376896,0.0009976942,0.000006536375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004920478,"about_ca_system_score_gemma":0.00148809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002100092,"about_ca_topic_score_gemma":3.074229e-7,"domain_scores_codex":[0.9906596,0.0002172786,0.007146083,0.0006193648,0.001090456,0.000267224],"domain_scores_gemma":[0.9321625,0.05674435,0.003340822,0.0005025973,0.006920929,0.0003288212],"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":[0.006449863,0.001327827,0.03824006,0.0006886082,0.0009263821,0.00002447745,0.00002010776,0.00003627759,0.01154855,0.00003881531,0.9338697,0.0068293],"study_design_scores_gemma":[0.01336515,0.0007096556,0.02641083,0.0005118565,0.001862958,0.0003778503,0.0007254596,0.004093205,0.02928611,0.0001241116,0.9221317,0.0004011384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7867437,0.001435578,0.00116815,0.2063007,0.0007921366,0.001612952,0.0005515472,0.0001073697,0.001287847],"genre_scores_gemma":[0.7879764,0.004405982,0.1129973,0.08108792,0.01059022,0.0001390569,0.0003450862,0.0001309061,0.002327068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5412201,"threshold_uncertainty_score":0.7476601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6727196783209847,"score_gpt":0.6196566937421892,"score_spread":0.05306298457879544,"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."}}