{"id":"W2336988952","doi":"10.5588/ijtld.15.0796","title":"Solar-powered oxygen delivery: proof of concept","year":2016,"lang":"en","type":"article","venue":"The International Journal of Tuberculosis and Lung Disease","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Global Health Research; Toronto General Hospital; University of Alberta","funders":"Grand Challenges Canada","keywords":"Medicine; Oxygen saturation; Oxygen therapy; Anesthesia; Oxygen; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002037127,0.00008711833,0.0001438171,0.00005831624,0.00001869543,0.00002258525,0.0003377575,0.00002449612,0.0003137775],"category_scores_gemma":[0.00007079527,0.00004710351,0.0001217969,0.00003320149,0.00004814816,0.0001879842,0.00004454379,0.00006781665,0.000002177254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004505004,"about_ca_system_score_gemma":0.00003400591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002998134,"about_ca_topic_score_gemma":0.000001299883,"domain_scores_codex":[0.9990948,0.00002842138,0.0003367595,0.00006679216,0.000382682,0.00009058246],"domain_scores_gemma":[0.9993103,0.00009903898,0.0001252863,0.0001110399,0.0002099753,0.0001443815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003378154,0.001331115,0.229928,0.0009425116,0.01821376,0.0009423002,0.003428265,0.01282527,0.201281,0.01925077,0.06966992,0.4388089],"study_design_scores_gemma":[0.01470934,0.0006997634,0.4746839,0.005278815,0.003988628,0.0006708156,0.0009092533,0.123781,0.2946186,0.02797972,0.05018483,0.002495283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908581,0.004191335,0.00203367,0.002050074,0.0005240261,0.00008686827,0.00007356995,0.00001355755,0.0001687551],"genre_scores_gemma":[0.9995134,0.000103613,0.00003453075,0.000146291,0.0001644247,0.00000193568,0.000001463978,0.00001172117,0.00002264541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4363136,"threshold_uncertainty_score":0.3435643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008602844826980763,"score_gpt":0.2249833567392846,"score_spread":0.2163805119123038,"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."}}