{"id":"W2418617356","doi":"10.1155/2016/1690482","title":"Identifying Primary Spontaneous Pneumothorax from Administrative Databases: A Validation Study","year":2016,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Western University","keywords":"Medicine; Pneumothorax; Algorithm; Database; Pediatrics; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002778838,0.0001812622,0.0002612233,0.0002655255,0.0002965002,0.00008056394,0.0001564814,0.00004613715,0.001542224],"category_scores_gemma":[0.0002139869,0.0001243148,0.00009843882,0.0001377788,0.00005923434,0.0003706239,0.00002198671,0.0002300497,0.0001663672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000604353,"about_ca_system_score_gemma":0.002550515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003203808,"about_ca_topic_score_gemma":0.02405737,"domain_scores_codex":[0.9983987,0.0002166015,0.0003749661,0.0002858893,0.0003681878,0.0003556397],"domain_scores_gemma":[0.9978413,0.000120896,0.0001429739,0.0002966371,0.0001431103,0.001455106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001119483,0.0005119197,0.6799134,0.00004078205,0.0004091054,0.175868,0.0006565369,9.123541e-7,0.05757386,0.00006421151,0.01578323,0.06805856],"study_design_scores_gemma":[0.002318223,0.0009938424,0.8968542,0.0004944765,0.0003052574,0.005078969,0.001463906,0.000001444052,0.00107446,0.000248229,0.09078633,0.0003806562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99607,0.0006006658,0.00006713199,0.000769885,0.0002984664,0.0003275537,0.0005776349,0.0000256536,0.001262995],"genre_scores_gemma":[0.9960756,0.00002096218,0.00009445199,0.002415087,0.0006210434,0.00001026248,0.00004925311,0.00002468492,0.0006885963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2169408,"threshold_uncertainty_score":0.9993705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09544955502336051,"score_gpt":0.3306338645861726,"score_spread":0.2351843095628121,"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."}}