{"id":"W4406583872","doi":"10.1016/j.ypat.2015.07.025","title":"10.1016/j.ypat.2015.07.025","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; Intensive care medicine","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":[0.001520068,0.0009419044,0.0005355715,0.001669367,0.0008891306,0.003884508,0.001241997,0.003383274,0.9008572],"category_scores_gemma":[0.002979418,0.0004584855,0.0006525024,0.0010808,0.001095026,0.002463532,0.001676264,0.001586549,0.8720657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009950409,"about_ca_system_score_gemma":0.00182817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002659844,"about_ca_topic_score_gemma":0.001816137,"domain_scores_codex":[0.9994621,0.00006444978,0.00004955969,0.0001380657,0.000178448,0.0001074334],"domain_scores_gemma":[0.997776,0.0004504771,0.0003043368,0.0001616957,0.0004646026,0.0008429246],"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":[0.0002943354,0.0002383136,0.005419297,0.0004602389,0.00003809114,0.000273562,0.0001238566,0.0002719059,0.000704102,0.004803022,0.2729196,0.7144536],"study_design_scores_gemma":[0.00008131693,0.0001410851,0.006110871,0.0009771982,0.00005062699,0.001876604,0.0002870281,0.0004731394,0.0006156524,0.006599546,0.9827507,0.00003632305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006211718,0.01055779,0.007937812,0.01693552,0.004186375,0.0001929849,0.004723271,0.003925552,0.9453291],"genre_scores_gemma":[0.02179637,0.004382405,0.006358685,0.003558739,0.001203018,0.0001355254,0.003255932,0.0006728162,0.9586366],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09914285,"threshold_uncertainty_score":0.1414152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130419844334068,"score_gpt":0.2932527190139277,"score_spread":0.271948520570587,"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."}}