{"id":"W2314013458","doi":"10.1080/22201181.2016.1154310","title":"The amazing Minivent ventilator","year":2016,"lang":"en","type":"article","venue":"Southern African Journal of Anaesthesia and Analgesia","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town","keywords":"Bobbin; Tidal volume; Expiration; Respirator; Medicine; Anesthesia; Engineering; Electrical engineering; Materials science; Respiratory system","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":[0.001242559,0.0004391031,0.0004108611,0.0006375344,0.0005083321,0.001034224,0.0008251557,0.001350049,0.005846537],"category_scores_gemma":[0.003923597,0.000411312,0.0004911775,0.0002501937,0.0006248984,0.001801751,0.001806071,0.002367967,0.002519635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002929944,"about_ca_system_score_gemma":0.0004141266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004215146,"about_ca_topic_score_gemma":0.0007985564,"domain_scores_codex":[0.9991842,0.0001232216,0.00004846469,0.0001504589,0.0004219696,0.00007162821],"domain_scores_gemma":[0.9988776,0.0003611038,0.00005760932,0.0001124283,0.0002727529,0.0003184438],"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":[0.0005680289,0.0001167149,0.007184633,0.0006174165,0.0000663914,0.001568848,0.0003684288,0.0005344984,0.03495795,0.01339799,0.1551,0.7855192],"study_design_scores_gemma":[0.0001025359,0.000815796,0.009356213,0.0003539338,0.00005835034,0.02388296,0.0001584746,0.001643444,0.0100624,0.006309743,0.9471162,0.0001399031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1231114,0.1888019,0.2738384,0.1169327,0.04157246,0.0005337346,0.002393057,0.01275691,0.2400595],"genre_scores_gemma":[0.4077878,0.05347468,0.232882,0.06201002,0.01652853,0.0005132035,0.001777593,0.001323837,0.2237024],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005846537,"threshold_uncertainty_score":0.01955861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572257584865888,"score_gpt":0.1978717783106578,"score_spread":0.1821492024619989,"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."}}