{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004347928,0.00008796668,0.0001459949,0.00007796261,0.0004611333,0.00006426989,0.0001727657,0.0000204633,0.0003404511],"category_scores_gemma":[0.00004216904,0.00003947046,0.0001044895,0.00004307258,0.0005261083,0.0001010655,0.000008050561,0.00009628759,0.00002891337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002213778,"about_ca_system_score_gemma":0.00004736285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005330609,"about_ca_topic_score_gemma":0.00002709685,"domain_scores_codex":[0.999177,0.00005920778,0.0003296288,0.00007457951,0.0002041511,0.000155427],"domain_scores_gemma":[0.9992946,0.00007555318,0.0002866574,0.00009951611,0.0001345326,0.000109134],"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":[0.0002059817,0.0001580934,0.003673859,0.00001746835,0.0002327783,0.0001142677,0.05293616,2.85611e-7,0.0004671135,0.6253819,0.01625145,0.3005607],"study_design_scores_gemma":[0.0002551762,0.00029461,0.0005276849,0.00008533717,0.00003702003,0.00001790863,0.01428854,0.000002491676,0.00001634275,0.004026299,0.9803628,0.0000857675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779143,0.002163276,0.0002732121,0.01114342,0.0003706174,0.00006335313,0.00001135144,0.00001609256,0.008044378],"genre_scores_gemma":[0.9943351,0.0002053451,0.00003051536,0.000154126,0.0004727964,0.000001062394,1.854736e-7,0.00001009917,0.004790788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9641114,"threshold_uncertainty_score":0.37277,"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."}}