{"id":"W4401393422","doi":"10.1002/ppul.27203","title":"Families' perceptions of consumer‐grade, inexpensive oxygen saturation monitors","year":2024,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Oxygen saturation; Perception; Saturation (graph theory); Oxygen; Medical emergency","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":[0.00006541303,0.0001970129,0.0002391413,0.0005139827,0.0000465649,0.00002685348,0.0001546658,0.0002030792,0.00004301778],"category_scores_gemma":[0.00005295305,0.0002060527,0.00009303979,0.00062562,0.00006443093,0.0002016674,0.00004948844,0.000299056,0.0002520782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001162772,"about_ca_system_score_gemma":0.00004659275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006324409,"about_ca_topic_score_gemma":0.000007922642,"domain_scores_codex":[0.9989421,0.00003600342,0.0003378841,0.0002461608,0.0001310681,0.0003067746],"domain_scores_gemma":[0.9993955,0.0002200235,0.00003382233,0.0002067509,0.00007094985,0.00007292638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001555073,0.00008131799,0.256317,0.0009128184,0.0002903157,0.0001786673,0.002381955,0.003092876,0.7009296,0.00102322,0.009892106,0.02488456],"study_design_scores_gemma":[0.003015159,0.001126343,0.6718437,0.0003427576,0.002210971,0.000822095,0.01140987,0.01942882,0.2314194,0.01320637,0.03932364,0.005850933],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825689,0.009718299,0.003232443,0.00005924705,0.002727063,0.0002075739,0.00003549717,0.0005375886,0.0009133804],"genre_scores_gemma":[0.9932582,0.004502723,0.0009480093,0.000006759773,0.001122122,0.0000485485,0.00002386288,0.0000479951,0.00004181033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4695103,"threshold_uncertainty_score":0.8402586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00915963261571604,"score_gpt":0.2333375583836248,"score_spread":0.2241779257679088,"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."}}