{"id":"W4205375170","doi":"10.1177/11297298211067683","title":"A multicenter retrospective study on 4480 implanted PICC-ports: A GAVeCeLT project","year":2022,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Retrospective cohort study; Surgery; Peripherally inserted central catheter; Thrombosis; Adverse effect; Venipuncture; Port (circuit theory); Incidence (geometry); Venous access; Cohort; Catheter; Internal medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003533521,0.0001862057,0.0005258048,0.0002631308,0.001528973,0.00003198231,0.0009046026,0.00004670654,0.0007240549],"category_scores_gemma":[0.0001303457,0.0001120789,0.0003750338,0.0004800937,0.00003145195,0.0001729961,0.0004451476,0.001563924,0.00001677608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005483011,"about_ca_system_score_gemma":0.000276399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006216604,"about_ca_topic_score_gemma":0.0001463016,"domain_scores_codex":[0.9955417,0.0020568,0.0007891844,0.0001860989,0.000965687,0.0004605212],"domain_scores_gemma":[0.9979959,0.000231794,0.0009034257,0.0004936949,0.0002822916,0.00009292237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004733232,0.007338459,0.803723,0.0001135574,0.002977044,0.0004941203,0.1509756,0.0008111723,0.0007221506,0.00006965841,0.02646289,0.001579153],"study_design_scores_gemma":[0.010796,0.004074061,0.8796799,0.0002189508,0.001843411,0.000141624,0.08491733,0.0003822787,0.00008180813,0.0002882541,0.01711012,0.0004663262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960564,0.0002001388,0.0001578228,0.0005044966,0.0008159987,0.00161312,0.00003156248,0.00002155526,0.0005988785],"genre_scores_gemma":[0.9983588,0.0001329199,0.00001536984,0.0008581004,0.00034703,0.00006629668,0.000004457802,0.00003342194,0.0001836294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07595687,"threshold_uncertainty_score":0.9997709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06200996351854826,"score_gpt":0.4100010568205379,"score_spread":0.3479910933019897,"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."}}