{"id":"W4406475439","doi":"10.1016/j.ypat.2013.12.017","title":"10.1016/j.ypat.2013.12.017","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; Compliance (psychology); Medical physics; Intensive care medicine; Medical emergency","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":[0.001592905,0.001107068,0.0005455436,0.002081673,0.0008531233,0.0040331,0.001298617,0.003584226,0.8983728],"category_scores_gemma":[0.002782651,0.0004748405,0.0007120188,0.001305452,0.001135128,0.002541555,0.001911139,0.00162846,0.8809102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113192,"about_ca_system_score_gemma":0.001814693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002948392,"about_ca_topic_score_gemma":0.002117333,"domain_scores_codex":[0.9993688,0.00007103311,0.00005656921,0.0001669696,0.0002187002,0.0001178774],"domain_scores_gemma":[0.9979954,0.0004236582,0.0002797178,0.0001710655,0.0004372883,0.0006928861],"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":[0.0002131399,0.0002151195,0.004308764,0.0004176612,0.00003583397,0.0002341169,0.0001020336,0.0002943459,0.0006919781,0.00510888,0.2479775,0.7404007],"study_design_scores_gemma":[0.00005885741,0.0001033087,0.004427357,0.0008198,0.00004479596,0.001668156,0.0002194253,0.0004512808,0.0005811683,0.005326229,0.9862678,0.00003187015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005288376,0.01096769,0.009351527,0.01349987,0.003831596,0.0001749674,0.004674245,0.004638138,0.9475735],"genre_scores_gemma":[0.01644372,0.004144788,0.006793804,0.003062026,0.0009883705,0.0001148248,0.002963216,0.0007224476,0.9647668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1016272,"threshold_uncertainty_score":0.1449589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344362278162023,"score_gpt":0.2746975077387466,"score_spread":0.2512538849571264,"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."}}