{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001448171,0.001152603,0.000545711,0.002154521,0.0008629913,0.003983553,0.001330428,0.003589843,0.9194525],"category_scores_gemma":[0.002503006,0.0004878343,0.0007264734,0.001403041,0.001111486,0.002600944,0.002028361,0.001574828,0.9079471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095165,"about_ca_system_score_gemma":0.001639131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002912668,"about_ca_topic_score_gemma":0.002153206,"domain_scores_codex":[0.9994094,0.00006218554,0.00005314447,0.0001608561,0.0002016234,0.0001128148],"domain_scores_gemma":[0.9981278,0.0003941114,0.0002528148,0.0001699489,0.0003825276,0.000672808],"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":[0.000194608,0.000220257,0.003758309,0.0004029284,0.00003190073,0.0002218903,0.00009998443,0.0003156952,0.0007457384,0.004780848,0.2479193,0.7413086],"study_design_scores_gemma":[0.00005086366,0.00008729196,0.00348399,0.0006959724,0.00003472876,0.001381883,0.0001998186,0.0004317148,0.0005582804,0.00394589,0.9891024,0.00002711523],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004498399,0.008080802,0.008723147,0.009853572,0.00297962,0.0001610771,0.004045886,0.004841075,0.9568164],"genre_scores_gemma":[0.01256107,0.003131255,0.006124222,0.002361642,0.0007207561,0.00009850418,0.002526633,0.0006576713,0.9718183],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08054751,"threshold_uncertainty_score":0.1148912,"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."}}