{"id":"W3175758186","doi":"10.1159/000516781","title":"Can We Predict Bronchopulmonary Dysplasia Early in Life?","year":2021,"lang":"en","type":"letter","venue":"Neonatology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bronchopulmonary dysplasia; Medicine; Pediatrics; Intensive care medicine; Gestational age; Biology; Pregnancy","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003901568,0.000589122,0.001614772,0.001070137,0.00009221716,0.00002509023,0.0005307316,0.00308146,0.001581802],"category_scores_gemma":[0.0009884423,0.0005920114,0.0002388506,0.0007334831,0.000394418,0.00006162837,0.0003660906,0.009203685,0.0004339431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006489793,"about_ca_system_score_gemma":0.005023997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136674,"about_ca_topic_score_gemma":0.0004278765,"domain_scores_codex":[0.9939119,0.0007042331,0.0009740181,0.001302823,0.00121783,0.001889262],"domain_scores_gemma":[0.9968797,0.00082276,0.000210862,0.001203522,0.0002684413,0.0006147306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005241049,0.0001149782,0.02169717,0.004227515,0.0001569202,0.1404075,0.0001602022,7.659483e-7,0.00005229919,0.00008130934,0.7802275,0.05234972],"study_design_scores_gemma":[0.00194318,0.0005358405,0.01019191,0.0006265165,0.0000605685,0.002031614,0.00002826498,0.00003089284,0.00003763529,0.0003,0.9838562,0.0003573764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02194961,0.03409249,0.000004037192,0.9375056,0.001111601,0.001275949,0.0001419928,0.0001254871,0.003793216],"genre_scores_gemma":[0.01495187,0.003194921,0.0002200463,0.9638838,0.004010692,0.0004346056,0.0009226789,0.0002678863,0.01211351],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2036286,"threshold_uncertainty_score":0.9996531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851898447263988,"score_gpt":0.3260863561214387,"score_spread":0.2875673716487988,"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."}}