{"id":"W4405477572","doi":"10.20944/preprints202412.1138.v1","title":"Validation of the NICHD Bronchopulmonary Dysplasia Outcome Estimator 2022 in a Quaternary Canadian NICU – A Single Centre Observational Study","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bronchopulmonary dysplasia; Observational study; Medicine; Outcome (game theory); Estimator; Pediatrics; Statistics; Internal medicine; Economics; Mathematics; Gestational age; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01547908,0.0009320945,0.001033515,0.001807709,0.002556633,0.001739791,0.003166334,0.0009415926,0.001133275],"category_scores_gemma":[0.02933437,0.0006755276,0.001061983,0.00306765,0.001204168,0.0006139358,0.00166975,0.001119508,0.000295145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.027048,"about_ca_system_score_gemma":0.039666,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9347938,"about_ca_topic_score_gemma":0.9223721,"domain_scores_codex":[0.9894993,0.002338778,0.0008193631,0.00139142,0.004837521,0.001113609],"domain_scores_gemma":[0.9715477,0.004074823,0.006940837,0.002089438,0.01270437,0.002642843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000341303,0.0001465434,0.9925087,0.0001292176,0.0001778035,0.0001009031,0.0007123471,0.0004801591,0.0001426589,0.0001814015,0.0009971811,0.004081768],"study_design_scores_gemma":[0.00009219639,0.0004518315,0.9936405,0.0001071454,0.0001083148,0.000135892,0.0007800749,0.002897575,0.0001680289,0.00003695215,0.00154052,0.00004095406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992388,0.0003359366,0.001241438,0.0001959079,0.00002055976,0.0005779074,0.00394538,0.00002227497,0.001272617],"genre_scores_gemma":[0.9896607,0.0002948894,0.003482921,0.0002639246,0.00002558678,0.0005256992,0.005350185,0.00002600158,0.0003699612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9347938,"threshold_uncertainty_score":0.1962479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3174351268130308,"score_gpt":0.4460177021279063,"score_spread":0.1285825753148754,"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."}}