{"id":"W4308232081","doi":"10.1177/09732179221131176","title":"Simple CPAP (SIMPAP) for Neonatal Transport—Device Development and Proof of Concept Study","year":2022,"lang":"en","type":"article","venue":"Journal of Neonatology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Biomedical engineering; Volumetric flow rate; Limits of agreement; Occlusion; Medicine; Surgery; Mechanics; Nuclear medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001234295,0.0001460579,0.0007335042,0.0003330885,0.0001751492,0.00000303213,0.0002179963,0.00006431663,0.0002052889],"category_scores_gemma":[0.0002089172,0.000126485,0.0001031361,0.0002389879,0.000130376,0.00007503721,0.00009467798,0.0005921234,3.953599e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001697964,"about_ca_system_score_gemma":0.001633141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738678,"about_ca_topic_score_gemma":0.00003767747,"domain_scores_codex":[0.9974632,0.0001784185,0.001036107,0.0002133354,0.0007407704,0.0003681525],"domain_scores_gemma":[0.9981577,0.0004235839,0.000494227,0.0001672967,0.0004624389,0.000294747],"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":[0.01440184,0.00224613,0.08802836,0.00181793,0.0008179726,0.00364853,0.01239804,0.0001658447,0.001344675,0.0004712348,0.001003356,0.8736561],"study_design_scores_gemma":[0.01575766,0.01636161,0.03773874,0.00005387918,0.0001863878,0.003213475,0.008802802,0.0001126177,0.0179453,0.0003133673,0.8992823,0.0002318593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898437,0.006800063,0.0006583072,0.0012053,0.0001653909,0.00125284,0.00003134113,0.000006462592,0.00003661061],"genre_scores_gemma":[0.997574,0.00001095017,0.001480818,0.0006674416,0.00006294402,0.00006743928,0.000008796453,0.00002510294,0.0001024647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.898279,"threshold_uncertainty_score":0.5157908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06382741678310855,"score_gpt":0.3883662162785836,"score_spread":0.324538799495475,"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."}}