{"id":"W4238242143","doi":"10.1007/978-1-84800-399-6_5","title":"Venous Access","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001776499,0.0008793904,0.0005125946,0.0008520347,0.000632525,0.001426007,0.0005636337,0.0008728826,0.2650793],"category_scores_gemma":[0.0007055266,0.0002444117,0.0003781879,0.0007290227,0.0003487075,0.001155551,0.00115823,0.002215876,0.1817177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003719091,"about_ca_system_score_gemma":0.0008314311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037927,"about_ca_topic_score_gemma":0.003083437,"domain_scores_codex":[0.9998119,0.00002142314,0.000008118523,0.00003871402,0.00009654965,0.00002331136],"domain_scores_gemma":[0.9998298,0.00003519714,0.000009603879,0.00002051512,0.00005752116,0.00004731101],"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":[0.00001943047,0.00004653835,0.0001361723,0.0001307856,0.000006555462,0.0002779771,0.00004321615,0.0001787673,0.0007815769,0.0120565,0.54863,0.4376924],"study_design_scores_gemma":[0.00000413049,0.00001269901,0.0002016851,0.0001085142,0.000003327852,0.0009592031,0.000012519,0.0001117586,0.0001524863,0.002344774,0.9960847,0.000004206554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004714953,0.01055388,0.006692674,0.001552996,0.002396023,0.00004964751,0.0003970451,0.0006009072,0.9772854],"genre_scores_gemma":[0.0028496,0.007182534,0.001976944,0.001157942,0.0007192085,0.00003776142,0.0003599668,0.0001291057,0.985587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2650793,"threshold_uncertainty_score":0.8867787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09059234346680652,"score_gpt":0.3957680594086159,"score_spread":0.3051757159418094,"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."}}