{"meta":{"query_hash":"c54c9047e944","filters":{"venue":"Annual update in intensive care and emergency medicine"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/c54c9047e944","api":"https://metacan.xera.ac/api/v1/cohort?venue=Annual+update+in+intensive+care+and+emergency+medicine"},"results":[{"id":"W2237828222","doi":"10.1007/978-3-642-18081-1_11","title":"Acute Lung Injury in the ICU: Focus on Prevention","year":2011,"lang":"en","type":"book-chapter","venue":"Annual update in intensive care and emergency medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Intensive care unit; Hypoxemia; Incidence (geometry); Intensive care medicine; Emergency medicine; Confounding; Intensive care; Internal medicine","score_opus":0.03621903262897501,"score_gpt":0.32616094001652757,"score_spread":0.28994190738755254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2237828222","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019949349,0.9521384,0.00081387704,0.018825058,0.012078286,0.000018154693,0.00008461066,0.00007285087,0.015769267],"genre_scores_gemma":[0.000927844,0.95831054,0.00152254,0.01165512,0.012710881,0.000036354562,0.000112541995,0.000029252635,0.0146948835],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99963045,0.00009148067,0.000042725835,0.00004272975,0.00015841091,0.000034218567],"domain_scores_gemma":[0.9983215,0.0008846534,0.0001286509,0.000039482653,0.0004174308,0.00020823974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166594,0.0013593951,0.0019965712,0.001687725,0.0003440175,0.0021515992,0.001245772,0.0025618258,0.012625156],"category_scores_gemma":[0.0028841868,0.00037656608,0.0006789468,0.001586132,0.00068618514,0.0033789994,0.0014883712,0.0054795756,0.005607428],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026455875,0.00011249297,0.00036275203,0.0033520104,0.000023913752,0.00015812862,0.000100653386,0.00023400136,0.00024339392,0.0036942533,0.455584,0.536108],"study_design_scores_gemma":[0.00002970161,0.000086856926,0.002212057,0.007758269,0.00003907835,0.0010600778,0.00014699166,0.00014168967,0.000071607814,0.0048033404,0.9836251,0.000025194597],"about_ca_topic_score_codex":0.0026136304,"about_ca_topic_score_gemma":0.008813058,"teacher_disagreement_score":0.012625156,"about_ca_system_score_codex":0.0010754843,"about_ca_system_score_gemma":0.0018942748,"threshold_uncertainty_score":0.042235374},"labels":[],"label_agreement":null},{"id":"W2795314953","doi":"10.1007/978-3-319-73670-9_36","title":"Blood Transfusion in Critically Ill Patients with Traumatic Brain Injury","year":2018,"lang":"en","type":"book-chapter","venue":"Annual update in intensive care and emergency medicine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Hospital; Université Laval","funders":"","keywords":"Critically ill; Traumatic brain injury; Medicine; Intensive care medicine; Blood transfusion; Surgery; Psychiatry","score_opus":0.020661744369447788,"score_gpt":0.28291521292398825,"score_spread":0.26225346855454046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795314953","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000827344,0.9532155,0.0007918143,0.010098588,0.010204004,0.000016625281,0.00010572324,0.00008422378,0.024656262],"genre_scores_gemma":[0.005583356,0.94786584,0.0017834675,0.007960991,0.017008726,0.000043944692,0.00028329904,0.000042545966,0.019427883],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997676,0.000071575705,0.000036917067,0.000018770173,0.00008843665,0.000016716842],"domain_scores_gemma":[0.99928135,0.00044409084,0.00008469707,0.000014632255,0.00011914929,0.00005616889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005610219,0.00064297224,0.0007467523,0.0011911977,0.00022266015,0.0012022371,0.00058055576,0.001028091,0.007563441],"category_scores_gemma":[0.0028953226,0.00019728958,0.00028617392,0.0011873591,0.0003402389,0.0013343069,0.00055601547,0.0025225338,0.002360149],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050418283,0.00006139279,0.0005674497,0.0014741571,0.00002126319,0.00033450496,0.00009646262,0.00015088997,0.00018482914,0.0016790347,0.32821357,0.6671661],"study_design_scores_gemma":[0.000044322765,0.000109817964,0.004863864,0.0058884,0.00008081707,0.0028999662,0.00014671686,0.00020518166,0.00018072351,0.0036824355,0.9818725,0.000025408575],"about_ca_topic_score_codex":0.0015627393,"about_ca_topic_score_gemma":0.004040387,"teacher_disagreement_score":0.007563441,"about_ca_system_score_codex":0.0004702516,"about_ca_system_score_gemma":0.00082893297,"threshold_uncertainty_score":0.025302231},"labels":[],"label_agreement":null},{"id":"W4255090677","doi":"10.1007/978-3-030-06067-1_8","title":"Physiological and Technical Considerations of Extracorporeal CO2 Removal","year":2019,"lang":"en","type":"book-chapter","venue":"Annual update in intensive care and emergency medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Extracorporeal membrane oxygenation; ARDS; Extracorporeal; Intensive care medicine; Medicine; Acute respiratory distress; Co2 removal; Respiratory failure; Anesthesia; Surgery; Lung; Internal medicine; Chemistry","score_opus":0.03542478256307356,"score_gpt":0.27495755981131104,"score_spread":0.23953277724823746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255090677","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00089199544,0.94233143,0.0043814117,0.004755991,0.010494314,0.000022738333,0.0000957642,0.000081926686,0.036944427],"genre_scores_gemma":[0.0042625307,0.89946,0.0060718926,0.004868178,0.01442706,0.000060265655,0.0002649927,0.000070091366,0.070514895],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997658,0.000037361573,0.000020528916,0.000021430693,0.00013778212,0.000017082324],"domain_scores_gemma":[0.9996605,0.0001965963,0.00002260451,0.000009606559,0.00008461778,0.000026080035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057780417,0.000957548,0.00070012506,0.0013073948,0.00023453152,0.0011538579,0.00080680905,0.0011615747,0.0073702685],"category_scores_gemma":[0.0009248842,0.00027504066,0.0004592311,0.0006858802,0.0004848967,0.001384005,0.0006260722,0.002558913,0.0040513487],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070515765,0.00016838098,0.00027956313,0.0021640153,0.00002561989,0.00083491905,0.000089739064,0.00062205445,0.003153952,0.0053026397,0.24075615,0.7465324],"study_design_scores_gemma":[0.0000080231275,0.000078818295,0.0009777406,0.0013952076,0.000023695648,0.002907377,0.00003935223,0.00024929602,0.00070462876,0.0032310905,0.99036485,0.000019887888],"about_ca_topic_score_codex":0.00097555725,"about_ca_topic_score_gemma":0.0027925076,"teacher_disagreement_score":0.0073702685,"about_ca_system_score_codex":0.000420129,"about_ca_system_score_gemma":0.00062165584,"threshold_uncertainty_score":0.024655998},"labels":[],"label_agreement":null},{"id":"W4256519838","doi":"10.1007/978-3-030-73231-8_22","title":"Monitoring and Modifying Brain Oxygenation in Patients at Risk of Hypoxic Ischemic Brain Injury After Cardiac Arrest","year":2021,"lang":"en","type":"book-chapter","venue":"Annual update in intensive care and emergency medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cerebral autoregulation; Cerebral blood flow; Autoregulation; Ischemia; Cardiology; Anesthesia; Hypoxia (environmental); Blood pressure; Internal medicine; Cerebral perfusion pressure; Traumatic brain injury; Brain ischemia; Oxygen","score_opus":0.013241639488652044,"score_gpt":0.2795727554169647,"score_spread":0.26633111592831266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256519838","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00067988294,0.9556125,0.0009790967,0.011671862,0.0073600383,0.000036858335,0.00027908673,0.00009726959,0.023283442],"genre_scores_gemma":[0.0024962635,0.9416378,0.0031055824,0.009169449,0.010401436,0.00009491768,0.00044302832,0.000036088382,0.032615308],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998248,0.000048323465,0.000019171766,0.000013467095,0.00008101229,0.000013134459],"domain_scores_gemma":[0.9993938,0.00040153795,0.000053476342,0.000010583647,0.00010418415,0.000036405843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056065066,0.0005969694,0.0008368065,0.0009865462,0.00013126226,0.00085175026,0.00051087816,0.001222177,0.007692301],"category_scores_gemma":[0.001882659,0.00018218256,0.00039092012,0.00062704313,0.0001872901,0.00091712124,0.00039983026,0.0015984069,0.00275057],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005989256,0.000087283894,0.0002681865,0.001662377,0.000034822526,0.00013245373,0.00006139648,0.00014012509,0.00024363807,0.0010167898,0.33877262,0.6575203],"study_design_scores_gemma":[0.00007134666,0.00017210006,0.0036214998,0.0051750275,0.00009533316,0.0009282845,0.00006095821,0.00019738352,0.00016293097,0.001966481,0.9875265,0.000022080714],"about_ca_topic_score_codex":0.0028754945,"about_ca_topic_score_gemma":0.012629937,"teacher_disagreement_score":0.007692301,"about_ca_system_score_codex":0.00050204684,"about_ca_system_score_gemma":0.0005949578,"threshold_uncertainty_score":0.025733352},"labels":[],"label_agreement":null},{"id":"W4360919312","doi":"10.1007/978-3-031-23005-9_24","title":"Venous Congestion: Why Examine the Abdomen with Ultrasound in Critically Ill Patients?","year":2023,"lang":"en","type":"book-chapter","venue":"Annual update in intensive care and emergency medicine","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Venous congestion; Critically ill; Abdomen; Inferior vena cava; Radiology; Complication; Femoral vein; Cardiology; Intensive care medicine; Internal medicine","score_opus":0.022662074194686608,"score_gpt":0.28553489384439484,"score_spread":0.2628728196497082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360919312","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016065812,0.8025429,0.0041135317,0.1157057,0.045015063,0.000053160857,0.00018153092,0.0002884189,0.03049315],"genre_scores_gemma":[0.0094826855,0.77707905,0.011735114,0.10736049,0.0725433,0.00012441179,0.00024976113,0.00025411393,0.021171123],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99937636,0.0002033209,0.00007676746,0.00006173352,0.00023602221,0.00004583229],"domain_scores_gemma":[0.99700433,0.0017356236,0.00019417421,0.000067532,0.000696639,0.00030170666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017918446,0.0010220059,0.0014284695,0.0013244281,0.00034841505,0.002175493,0.0011760814,0.0034800076,0.0059806164],"category_scores_gemma":[0.007284614,0.0005043491,0.0005347418,0.0008859493,0.0014489265,0.0036923513,0.0010584121,0.008383624,0.005426925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047706006,0.00006362945,0.0013493466,0.0014321181,0.000028927594,0.0010619513,0.0002596324,0.00015473587,0.00049826846,0.0019157982,0.61439675,0.3787911],"study_design_scores_gemma":[0.00008780383,0.00016103411,0.0072680498,0.01368653,0.00009428505,0.016131056,0.0012075946,0.0004915251,0.00040298805,0.007510461,0.95285004,0.0001086373],"about_ca_topic_score_codex":0.0024090735,"about_ca_topic_score_gemma":0.009065963,"teacher_disagreement_score":0.0059806164,"about_ca_system_score_codex":0.00071920425,"about_ca_system_score_gemma":0.001012546,"threshold_uncertainty_score":0.020007133},"labels":[],"label_agreement":null},{"id":"W89863086","doi":"10.1007/978-3-642-18081-1_16","title":"NAVA: Why, When, Who?","year":2011,"lang":"en","type":"book-chapter","venue":"Annual update in intensive care and emergency medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Computer science","score_opus":0.03435185741143311,"score_gpt":0.2927261434292499,"score_spread":0.2583742860178168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W89863086","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00059034245,0.6444601,0.0013444207,0.19033922,0.061221007,0.00003890275,0.0010657149,0.00043255775,0.10050782],"genre_scores_gemma":[0.00401793,0.54951507,0.0031961685,0.11164938,0.037142813,0.00012627717,0.0014236835,0.00033322538,0.29259536],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99964917,0.00008767873,0.000037341437,0.00004109192,0.00013417269,0.000050542767],"domain_scores_gemma":[0.999059,0.00034870644,0.00007361935,0.000027734104,0.0003122522,0.00017868503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009816067,0.0008331204,0.0011149427,0.0012601154,0.0006606936,0.003263281,0.0008234826,0.0029679409,0.042721298],"category_scores_gemma":[0.003986821,0.0003330228,0.0004611043,0.0016524586,0.00075282104,0.004653802,0.0016831701,0.005020983,0.024304513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010596557,0.00000932249,0.000119186385,0.0001937982,0.0000027052276,0.000050072,0.00008173121,0.000020456375,0.000032897515,0.00093771226,0.8838121,0.11472947],"study_design_scores_gemma":[0.000005344665,0.0000055161327,0.00030619156,0.0007173576,0.000005859172,0.00026326225,0.00010214861,0.000018353156,0.000014274069,0.001152194,0.99740404,0.0000054588186],"about_ca_topic_score_codex":0.0098964935,"about_ca_topic_score_gemma":0.027573692,"teacher_disagreement_score":0.042721298,"about_ca_system_score_codex":0.0014326703,"about_ca_system_score_gemma":0.0030206565,"threshold_uncertainty_score":0.14291698},"labels":[],"label_agreement":null}]}