{"id":"W3035041093","doi":"10.1016/j.java.2016.08.005","title":"Radiology Implanted Forearm Ports: A Review of the Literature","year":2017,"lang":"en","type":"review","venue":"Journal of the Association for Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Forearm; Port (circuit theory); Interventional radiology; Radiology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004859617,0.0002527755,0.002594678,0.0001160402,0.0007943757,0.00003716091,0.002116668,0.0006158127,0.00003853754],"category_scores_gemma":[0.003266158,0.0001124592,0.005291267,0.0003197028,0.00002736235,0.0001827611,0.000297569,0.001322881,0.000002793102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007688657,"about_ca_system_score_gemma":0.001052122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001665769,"about_ca_topic_score_gemma":0.00002137044,"domain_scores_codex":[0.9955558,0.001504617,0.00185594,0.0001604319,0.0005596197,0.0003635908],"domain_scores_gemma":[0.9831711,0.0007057256,0.01411277,0.0008207313,0.001124149,0.00006550697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004415174,0.0002733353,0.008637448,0.4021769,0.01166221,0.000006950196,0.001268809,0.000002521992,8.976367e-7,0.000423033,0.2835324,0.2919714],"study_design_scores_gemma":[0.0003459113,0.00001882723,0.0007335965,0.144451,0.004778163,0.00003003192,0.000007084314,4.294199e-7,2.778843e-7,0.0002218981,0.849317,0.00009581161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001628078,0.9936453,0.00001555068,0.0009269909,0.002651989,0.002092744,0.0003232791,0.000004123936,0.0003237608],"genre_scores_gemma":[0.00003022253,0.9969539,0.00001718853,0.0005468988,0.0008578385,0.00005991673,0.00006079473,0.0000345025,0.001438713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5657846,"threshold_uncertainty_score":0.6109776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058341643020604,"score_gpt":0.4734531180955772,"score_spread":0.3676189537935168,"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."}}