{"id":"W1971526988","doi":"10.1111/j.1542-4758.2007.00200.x","title":"Intelligent hemodialysis: Toys or tools?","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Variety (cybernetics); Medicine; Intensive care medicine; Risk analysis (engineering); Surgery; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.004830105,0.0009259621,0.0008182185,0.001167768,0.001297519,0.009731301,0.001188181,0.003709577,0.01596043],"category_scores_gemma":[0.01137051,0.0003469975,0.000568337,0.0006532074,0.01005353,0.01115368,0.002508652,0.005089573,0.004471208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213637,"about_ca_system_score_gemma":0.001214183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047594,"about_ca_topic_score_gemma":0.0007016293,"domain_scores_codex":[0.9974389,0.001567037,0.0001108106,0.000160497,0.000578224,0.0001445228],"domain_scores_gemma":[0.9925881,0.004629741,0.0003418364,0.0006716464,0.001085121,0.00068353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001143076,0.0001266494,0.001115054,0.001350615,0.0000584717,0.0003851324,0.001269883,0.00169055,0.0006887039,0.6220917,0.1694936,0.2016153],"study_design_scores_gemma":[0.00003727976,0.0001234673,0.0005082582,0.001356848,0.00003014895,0.001072807,0.002127455,0.002356699,0.0004933853,0.4615901,0.5302278,0.00007577646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00571799,0.2578924,0.04620919,0.4867795,0.01631284,0.00007515826,0.0001905076,0.001092461,0.18573],"genre_scores_gemma":[0.4289174,0.2812298,0.08637232,0.07924918,0.02944238,0.0003292266,0.0002784157,0.0006767966,0.09350451],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01596043,"threshold_uncertainty_score":0.05339295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07669860335435086,"score_gpt":0.3862869456934399,"score_spread":0.309588342339089,"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."}}