{"id":"W4410414590","doi":"10.1136/bmjpo-2024-003210","title":"Automated oxygen control in preterm babies on respiratory support: protocol for a randomised crossover trial","year":2025,"lang":"en","type":"article","venue":"BMJ Paediatrics Open","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Respiratory distress; Crossover study; Psychological intervention; Neonatal intensive care unit; Oxygen saturation; Randomized controlled trial; Fraction of inspired oxygen; Respiratory therapist; Intensive care medicine; Emergency medicine; Anesthesia; Pediatrics; Nursing; Mechanical ventilation; Oxygen; Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005099237,0.0003070478,0.0009761024,0.0007154476,0.0001755397,0.0002115915,0.0006891217,0.0003385963,0.0002123546],"category_scores_gemma":[0.009221261,0.0002557696,0.0002227214,0.0008681979,0.00009376089,0.0002144052,0.0002703724,0.0004870568,0.00006733296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005188247,"about_ca_system_score_gemma":0.005162173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005374166,"about_ca_topic_score_gemma":0.00004502979,"domain_scores_codex":[0.9959611,0.0004582974,0.001329242,0.0006847411,0.0007746423,0.0007920249],"domain_scores_gemma":[0.9958471,0.002320371,0.0003124778,0.0007918267,0.0003949621,0.0003332563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.918893,0.0005886587,0.00213075,0.001961943,0.00006654086,0.0001366557,0.00006440242,0.00001850612,0.0002379868,0.0002883591,0.06824623,0.00736692],"study_design_scores_gemma":[0.6641455,0.003041799,0.00307932,0.0001907877,0.00004036244,0.000001516973,0.00001109855,0.001349319,0.0003351861,0.0001754586,0.3274279,0.0002017651],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01014549,0.0000581706,0.0001234319,0.002021425,0.0003449979,0.975651,0.0001536551,0.0002101644,0.01129165],"genre_scores_gemma":[0.01226228,0.000003218293,0.0003631639,0.01044344,0.0005291074,0.9730799,0.00002239024,0.00006561151,0.003230867],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2591816,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09332333931645322,"score_gpt":0.4904809316035155,"score_spread":0.3971575922870623,"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."}}