{"id":"W4291892577","doi":"10.1140/epjp/s13360-022-03132-5","title":"The MVM ventilator and 3D$$\\pi $$ PET scanner development arising from basic science work","year":2022,"lang":"en","type":"article","venue":"The European Physical Journal Plus","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Stockpile; Coronavirus disease 2019 (COVID-19); Authorization; Business; Donation; Work (physics); Negotiation; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Scanner; Medical physics; Computer science; Medicine; Political science; Computer security; Physics; Engineering; Nuclear physics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01889254,0.0007734192,0.0008119128,0.001403873,0.0007068012,0.00289882,0.001767332,0.002307762,0.009546812],"category_scores_gemma":[0.01153051,0.0008875833,0.0008899897,0.0009720738,0.002312525,0.003401987,0.00315231,0.004951159,0.005311963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308061,"about_ca_system_score_gemma":0.004932449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768187,"about_ca_topic_score_gemma":0.001615643,"domain_scores_codex":[0.9954912,0.001492318,0.0001685788,0.0007594143,0.001829856,0.0002586978],"domain_scores_gemma":[0.9891237,0.002991026,0.000442448,0.001457847,0.003698645,0.002286277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000857126,0.0003783307,0.006938164,0.0009618361,0.00007855704,0.001198389,0.0008865503,0.002852809,0.1357714,0.06443737,0.08814819,0.6974912],"study_design_scores_gemma":[0.0001302988,0.001672893,0.005831825,0.0006574671,0.00005384809,0.005056091,0.0004531371,0.007501789,0.07077648,0.02374029,0.8839762,0.0001496428],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05305303,0.0589459,0.6512365,0.1148778,0.01139435,0.00207142,0.002591989,0.003960045,0.1018689],"genre_scores_gemma":[0.1194808,0.03021236,0.7742253,0.01921763,0.004451413,0.001527909,0.002427334,0.001607215,0.04684991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01889254,"threshold_uncertainty_score":0.09991449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947367970431373,"score_gpt":0.2512759932967606,"score_spread":0.2318023135924469,"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."}}