{"id":"W6903712301","doi":"10.13140/rg.2.2.10989.44001","title":"PODC 2017 | Quebec | Commissioning Diagnostics: System Biases &amp; How to Influence","year":2017,"lang":"en","type":"article","venue":"","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Project commissioning; Measure (data warehouse); Key (lock); Context (archaeology); Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1939662,0.001144373,0.002246733,0.004250375,0.01000788,0.02198857,0.005042299,0.009080213,0.02162212],"category_scores_gemma":[0.5648206,0.001305959,0.001886154,0.0057408,0.01246889,0.005944123,0.007535485,0.01225922,0.002482059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1159769,"about_ca_system_score_gemma":0.33794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9239376,"about_ca_topic_score_gemma":0.940269,"domain_scores_codex":[0.8050036,0.1129415,0.008930739,0.007907972,0.05262375,0.01259245],"domain_scores_gemma":[0.322001,0.3946993,0.0377641,0.02467927,0.1763738,0.04448262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003255677,0.0002029945,0.1094229,0.001307244,0.0007039844,0.0002673032,0.003672133,0.00195238,0.0001671174,0.01887999,0.7303814,0.1327171],"study_design_scores_gemma":[0.0005735944,0.0002337713,0.1483911,0.01106769,0.001022448,0.0001873212,0.006529196,0.005868679,0.001014282,0.02677247,0.7979265,0.0004129679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01197767,0.01275633,0.003916853,0.9057099,0.009738328,0.0005502528,0.003069709,0.0003381928,0.05194287],"genre_scores_gemma":[0.4022201,0.009549637,0.01698849,0.5244741,0.01098167,0.001310554,0.002051752,0.0006981941,0.03172566],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1939662,"threshold_uncertainty_score":0.9939832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669170585609797,"score_gpt":0.3321406530763291,"score_spread":0.2754489472202312,"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."}}