{"id":"W4225742932","doi":"10.1002/ppul.25907","title":"Characterizing pediatric lung ultrasound findings during a chemically induced bronchospasm","year":2022,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; McGill University; Montreal Children's Hospital","funders":"","keywords":"Medicine; Bronchospasm; Salbutamol; Odds ratio; Bronchodilator; Confidence interval; Anesthesia; Asthma; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004291471,0.0003183499,0.0005880799,0.0004568307,0.0005460264,0.00003087805,0.0005074608,0.0002757855,0.001894797],"category_scores_gemma":[0.001068855,0.0003506664,0.0002324623,0.001389904,0.00006255038,0.000123922,0.0004066011,0.001603398,0.0001902634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004665039,"about_ca_system_score_gemma":0.0002889629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003375484,"about_ca_topic_score_gemma":9.895106e-7,"domain_scores_codex":[0.9968793,0.00009694767,0.0008774787,0.0008647447,0.0004636505,0.0008179156],"domain_scores_gemma":[0.9975287,0.001037439,0.000318807,0.0006959193,0.00009765977,0.0003215156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001756689,0.0005783628,0.8448686,0.0001271661,0.00005175588,0.0000536728,0.0002767222,0.000002440655,0.1523254,0.0001731379,0.001242785,0.0001242777],"study_design_scores_gemma":[0.002113411,0.0003478518,0.9892661,0.000002869942,0.0006131736,0.001056216,0.0001065978,0.00003204266,0.001771053,0.0003892334,0.003789296,0.0005121689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940892,0.0004418276,0.00004320982,0.002587845,0.0005391635,0.0007257072,0.00005551402,0.0003472824,0.001170286],"genre_scores_gemma":[0.9938099,0.000689856,0.000745193,0.0009817356,0.002184663,0.0006803623,0.000187821,0.00007697241,0.0006434793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1505544,"threshold_uncertainty_score":0.9998946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767282151595711,"score_gpt":0.285533813530964,"score_spread":0.2678609920150069,"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."}}