{"id":"W4417213132","doi":"10.1177/19433654251403472","title":"Co-Oximetry and Pulse Oximetry—Impact on Qualifying for Long-Term Oxygen Therapy","year":2025,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Pulse (music); Oxygen therapy; Oxygen; Oxygen pulse","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000161593,0.0003084773,0.0002982932,0.00033383,0.000145017,0.0001045703,0.0001911882,0.0001710746,0.00002339771],"category_scores_gemma":[0.00006598407,0.0002879861,0.0001490536,0.0002967258,0.00004369379,0.0001430551,0.0000247351,0.0002088956,0.00001434895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003518036,"about_ca_system_score_gemma":0.00004071977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005810673,"about_ca_topic_score_gemma":0.000002998307,"domain_scores_codex":[0.9988209,0.00004859018,0.0002435719,0.0003176737,0.0001815578,0.0003877052],"domain_scores_gemma":[0.9991221,0.0002591828,0.0000358433,0.0003726588,0.00007834905,0.0001318034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001215531,0.00002540467,0.2841718,0.0007260319,0.0002609393,0.00002384985,0.0004372822,0.0004690304,0.5832391,0.00007359112,0.0006228681,0.1298285],"study_design_scores_gemma":[0.00158127,0.0003299741,0.128473,0.0002341718,0.0000298534,0.000001497379,0.0003254063,0.00001709107,0.8659294,0.00004929617,0.002518794,0.0005102085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799006,0.01411918,0.002769791,0.000007209328,0.000506238,0.0005474348,0.00008096724,0.0002788723,0.001789722],"genre_scores_gemma":[0.9990816,0.00006353873,0.0001209198,0.0002202627,0.0003312314,0.00007063984,0.00001457113,0.00007525353,0.00002200314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2826902,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02777625057023918,"score_gpt":0.3314569490311317,"score_spread":0.3036806984608925,"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."}}