{"id":"W4410539258","doi":"10.12688/f1000research.162742.2","title":"Review the role of oxygen-delivering nanobubbles in stroke therapy: A novel approach","year":2025,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Open peer review; Plant biology; Neuroscience; Medicine; Stroke (engine); Physiology; Intensive care medicine; Biology; Engineering","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":[0.0006013319,0.0002200048,0.0005412069,0.0002408913,0.00008522216,0.00002258525,0.0006154637,0.0001533622,0.0001173397],"category_scores_gemma":[0.00009431706,0.0001434869,0.000228017,0.0004187381,0.0001319498,0.00002272624,0.0005962734,0.000893027,0.00001645239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086994,"about_ca_system_score_gemma":0.0004972428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458462,"about_ca_topic_score_gemma":0.00003544086,"domain_scores_codex":[0.9981983,0.0001289451,0.0004266968,0.0004206754,0.0005015373,0.0003238985],"domain_scores_gemma":[0.9984174,0.0001666263,0.00009987407,0.0009402146,0.0003117887,0.00006413972],"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":[0.00328581,0.01791003,0.04573508,0.05632037,0.004022944,0.00009791804,0.006357882,0.0008652413,0.1548062,0.05330787,0.01931392,0.6379768],"study_design_scores_gemma":[0.01307367,0.001882407,0.1843322,0.06338819,0.001600235,0.0003054381,0.002707,0.04253471,0.02691814,0.01396722,0.6468868,0.002404016],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1509287,0.6326266,0.0006034417,0.01678624,0.0002032531,0.01419934,0.0007604383,0.0001879539,0.183704],"genre_scores_gemma":[0.6515528,0.3254378,0.004192039,0.001616517,0.0003752868,0.00391609,0.0006791623,0.00008748111,0.01214289],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6355727,"threshold_uncertainty_score":0.5851226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0628482770081689,"score_gpt":0.3424586213381776,"score_spread":0.2796103443300086,"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."}}