{"id":"W6991689738","doi":"","title":"Identification procedures","year":2024,"lang":"nl","type":"book-chapter","venue":"VU Research Portal","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Identification (biology); Feature (linguistics); Key (lock); Pattern recognition (psychology); Automation","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":[0.0007867991,0.001252912,0.0007045832,0.001709569,0.001657308,0.00288037,0.002067066,0.001598554,0.238245],"category_scores_gemma":[0.001948475,0.0005860003,0.0006731482,0.001084299,0.0009051692,0.002660152,0.002404582,0.001819286,0.2421022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242951,"about_ca_system_score_gemma":0.001384297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189958,"about_ca_topic_score_gemma":0.001507014,"domain_scores_codex":[0.9989501,0.0001196983,0.00004830657,0.0002821753,0.0004982166,0.0001015543],"domain_scores_gemma":[0.99932,0.0001562942,0.000038748,0.0002188172,0.0002196679,0.00004647606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001425627,0.0001145993,0.0002745421,0.0004090057,0.000006405388,0.0002752646,0.000517145,0.0003951791,0.01719713,0.07301427,0.2326086,0.6750453],"study_design_scores_gemma":[0.000008407311,0.00003438352,0.000335257,0.0001083033,0.000007270586,0.0006072178,0.0001543408,0.0008071772,0.01198022,0.009461111,0.9764737,0.00002265549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002422225,0.001464107,0.1720587,0.0008012833,0.001475018,0.0004502016,0.001591437,0.006096389,0.8136407],"genre_scores_gemma":[0.01243795,0.00102756,0.06474752,0.0007811122,0.0002132644,0.0002655138,0.002611135,0.001605697,0.9163103],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.238245,"threshold_uncertainty_score":0.7970089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885879490605574,"score_gpt":0.4144902739239543,"score_spread":0.3356314790178986,"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."}}