{"id":"W80106410","doi":"","title":"An open and shut case for early VATS treatment of primary spontaneous pneumothorax in children.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medicine; Surgery; Narcotic; Pneumothorax; Thoracotomy; Thoracostomy; Chest tube; Cardiothoracic surgery; Video-assisted thoracoscopic surgery; Retrospective cohort study; Anesthesia","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":[0.0001526331,0.00009695881,0.0002483438,0.00007196835,0.00002761479,0.00001365273,0.00005744118,0.00003809445,0.000005302903],"category_scores_gemma":[0.00001783409,0.00007375042,0.00003116796,0.00007368706,0.0000314028,0.00009685475,0.00002038566,0.00002390828,4.24459e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007216135,"about_ca_system_score_gemma":0.0000274919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008283472,"about_ca_topic_score_gemma":0.0002577748,"domain_scores_codex":[0.9993095,0.00001603261,0.0001769206,0.0001879137,0.000069867,0.0002397857],"domain_scores_gemma":[0.9994952,0.0000619615,0.00004010047,0.0001489649,0.00002004712,0.0002337391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002129415,0.0009429171,0.5401743,0.00003465756,0.0000367863,0.00841736,0.0001078507,3.15366e-7,0.0002388298,0.00001712906,0.00002308004,0.4478773],"study_design_scores_gemma":[0.001968862,0.0007633352,0.986994,0.000008570348,0.0000721288,0.009338696,0.00002692376,0.000005623659,0.0003318044,0.0000642313,0.0003480428,0.00007784102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958209,0.0005320796,0.000002603278,0.0001436496,0.00002187325,0.002416595,0.0001103914,0.0000141035,0.0009378536],"genre_scores_gemma":[0.9986462,0.00004229935,0.0001850616,0.0001371031,0.00006431749,0.0003397992,0.00008211478,0.00001182338,0.0004912845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4477995,"threshold_uncertainty_score":0.3007455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141853986591518,"score_gpt":0.2769854522610571,"score_spread":0.2455669123951419,"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."}}