{"id":"W185572701","doi":"10.5858/2002-126-1036-qt","title":"Q-Tracks","year":2002,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Percentile; Context (archaeology); Ranking (information retrieval); Percentile rank; Medicine; Quality management; Medical physics; Statistics; Computer science; Operations management; Engineering; Geography; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006543586,0.0002072109,0.0008196185,0.0001936665,0.00006423279,0.000002739552,0.0001636471,0.0001429988,0.002121356],"category_scores_gemma":[0.002777409,0.0001568591,0.0001097184,0.0003621822,0.001235857,0.00009324431,0.0000468409,0.0005008377,0.0001033565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001083743,"about_ca_system_score_gemma":0.0000740515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008253035,"about_ca_topic_score_gemma":0.000007364682,"domain_scores_codex":[0.9978346,0.000387366,0.000791157,0.000387109,0.0002847262,0.0003150897],"domain_scores_gemma":[0.9968703,0.001630161,0.0003520846,0.0006698878,0.0001784278,0.0002990758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002105927,0.003137739,0.1374048,0.0008544757,0.0007199867,0.005457995,0.01005219,0.000005316761,0.6794106,0.02977135,0.02527022,0.1058094],"study_design_scores_gemma":[0.02645783,0.0106522,0.2756849,0.001156137,0.001894842,0.0007369954,0.002600192,0.001428626,0.007918201,0.003188527,0.6673637,0.0009178726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9068444,0.008903325,0.0004871585,0.03208175,0.0006436473,0.0005442689,0.00008979981,0.0001528238,0.05025283],"genre_scores_gemma":[0.9883721,0.0009926859,0.001716995,0.007332724,0.0005505789,0.0000142673,0.0000179249,0.00002883795,0.0009738874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6714925,"threshold_uncertainty_score":0.9987909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05144785327306453,"score_gpt":0.3505197389636411,"score_spread":0.2990718856905765,"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."}}