{"id":"W3022323350","doi":"10.14740/jmc3451","title":"Perioperative Implications of Vaping","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Cases","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Medicine; Intensive care medicine; Etiology; Perioperative; Respiratory system; Anesthesia; Bronchoalveolar lavage; Respiratory distress; Nicotine; Bronchoscopy; Electronic cigarette; Lung; Surgery; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002096126,0.00003910637,0.0001829381,0.00003668881,0.000022161,0.000004747221,0.00006631803,0.00005474865,0.0008179418],"category_scores_gemma":[0.001478126,0.00002714027,0.00007796639,0.0001103557,0.00005388014,0.00004618757,0.00001269945,0.0002153294,9.420959e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001983396,"about_ca_system_score_gemma":0.0002499408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007150674,"about_ca_topic_score_gemma":6.326871e-7,"domain_scores_codex":[0.9990175,0.00002370819,0.0003034527,0.00004383785,0.000558932,0.00005250843],"domain_scores_gemma":[0.999276,0.00009881568,0.0001471318,0.00004715331,0.0002049161,0.0002259262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000742395,0.0009396697,0.7895482,0.0003971652,0.0002912821,0.002512419,0.01121662,0.00001681841,0.04470839,0.003083761,0.025991,0.1205523],"study_design_scores_gemma":[0.004876927,0.0035689,0.9356541,0.0009547466,0.0007054241,0.008948764,0.005927132,0.0001597977,0.02340205,0.00006838833,0.01557183,0.000161927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641782,0.00019783,0.001127209,0.03400562,0.00007337859,0.00003963643,0.000002392416,0.000004854046,0.0003709013],"genre_scores_gemma":[0.9979432,0.00009284025,0.0001453165,0.00145634,0.0003446477,7.762137e-7,0.000001812511,0.000004196332,0.00001084042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1461059,"threshold_uncertainty_score":0.8955889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09918479643344759,"score_gpt":0.3868156553271644,"score_spread":0.2876308588937169,"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."}}