{"id":"W4406489334","doi":"10.1016/j.ypat.2013.12.009","title":"10.1016/j.ypat.2013.12.009","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Ideal (ethics); Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004475417,0.0001371204,0.000335802,0.00004186753,0.00005650519,0.00003292504,0.0001075901,0.0001038242,0.9981577],"category_scores_gemma":[0.000420288,0.0001168602,0.0001030401,0.0001558961,0.00003267003,0.0001115215,0.00002302128,0.0002346633,0.9949765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002701639,"about_ca_system_score_gemma":0.0000684161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004629407,"about_ca_topic_score_gemma":9.762003e-7,"domain_scores_codex":[0.9987815,0.00009619935,0.0003496746,0.000267797,0.0002441447,0.0002606831],"domain_scores_gemma":[0.9987281,0.0003224902,0.00005907417,0.0004442609,0.00009006663,0.0003560405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009702316,0.000219111,0.000001689751,0.00001316486,0.00005121234,0.00002526053,0.00001335827,0.000006940947,0.00008042041,0.000003314229,0.3603407,0.6382746],"study_design_scores_gemma":[0.001255388,0.0006010442,0.0002043198,0.00003342576,0.0001156473,0.00001010302,0.000001715914,0.0002356217,0.00002169172,0.000005845513,0.9973702,0.0001449516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002313191,0.0001185853,6.562321e-7,0.01044516,0.000002775156,0.0003270317,0.00002147359,0.0001235107,0.9866476],"genre_scores_gemma":[0.0006158581,0.000001601321,0.0001227969,0.001548209,0.0004294664,0.000008637866,0.00001933803,0.00002419421,0.9972299],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6381297,"threshold_uncertainty_score":0.4765419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168920471427022,"score_gpt":0.2708532017417564,"score_spread":0.2491639970274862,"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."}}