{"id":"W4249540588","doi":"10.5339/qmj.2017.swacelso.3","title":"Respiratory ECMO","year":2017,"lang":"en","type":"article","venue":"Qatar medical journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Respiratory system; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006539829,0.0008406122,0.0006935149,0.0007537327,0.0005140104,0.001914935,0.001114121,0.001845415,0.07043242],"category_scores_gemma":[0.001805446,0.0001915134,0.0008005045,0.0007043593,0.0004314402,0.001476158,0.001682498,0.002185154,0.04608375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007152124,"about_ca_system_score_gemma":0.0009326534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008767295,"about_ca_topic_score_gemma":0.0006251769,"domain_scores_codex":[0.9993647,0.00008349254,0.00009075406,0.0001287725,0.0002495072,0.00008285417],"domain_scores_gemma":[0.9993827,0.0001291807,0.0001059348,0.00005571283,0.0001841343,0.0001422421],"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":[0.0006067808,0.0001354785,0.001872202,0.003704667,0.0001196864,0.004259703,0.000100881,0.0005613544,0.006637196,0.008297005,0.3099117,0.6637934],"study_design_scores_gemma":[0.0001131272,0.0001833802,0.002404006,0.0007515095,0.0000581364,0.006915512,0.00004860193,0.0004771804,0.002454906,0.0023787,0.9841824,0.00003255414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02111752,0.45375,0.03610624,0.04740973,0.05136915,0.0008228822,0.01368648,0.007679943,0.368058],"genre_scores_gemma":[0.1932723,0.3013571,0.02025458,0.04992364,0.04044363,0.0009595474,0.0214412,0.001630917,0.3707171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07043242,"threshold_uncertainty_score":0.23562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02899265202549305,"score_gpt":0.2785579951358506,"score_spread":0.2495653431103575,"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."}}