{"id":"W4406583812","doi":"10.1016/j.ypat.2015.07.008","title":"10.1016/j.ypat.2015.07.008","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; Standardization; Analyte; Chromatography; Medical physics","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":[0.001391579,0.0009304397,0.0004996193,0.001650804,0.0008312664,0.003627991,0.001239917,0.003321651,0.9095456],"category_scores_gemma":[0.002670417,0.0004251233,0.0006194141,0.001081726,0.001072996,0.002402481,0.001680339,0.001440585,0.8851634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009649806,"about_ca_system_score_gemma":0.001671824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588772,"about_ca_topic_score_gemma":0.001824138,"domain_scores_codex":[0.9994789,0.00006181591,0.0000459795,0.0001335352,0.0001725723,0.000107226],"domain_scores_gemma":[0.9979973,0.0004130449,0.0002610339,0.000150676,0.0003898986,0.0007879865],"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":[0.0002549154,0.0002274543,0.004755949,0.0004349927,0.00003264305,0.0002527064,0.0001162583,0.000272242,0.0006904289,0.004528112,0.2592536,0.7291806],"study_design_scores_gemma":[0.00006887744,0.0001162356,0.004975056,0.0008270891,0.00003969158,0.001599609,0.0002594561,0.0004304798,0.0005500752,0.005023639,0.9860811,0.00002870157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005508095,0.008810007,0.007147245,0.01332961,0.00335551,0.000168621,0.003727525,0.003557593,0.9543958],"genre_scores_gemma":[0.01807914,0.003751728,0.0058976,0.002881124,0.0009414013,0.0001185737,0.002680012,0.0005672151,0.9650832],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0904544,"threshold_uncertainty_score":0.1290222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119842310767025,"score_gpt":0.2888141769074735,"score_spread":0.2676157537998032,"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."}}