{"id":"W2044043389","doi":"10.1016/j.jamcollsurg.2012.01.047","title":"Outcomes and Perception of Lung Surgery with Implementation of a Patient Video Education Module: A Prospective Cohort Study","year":2012,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Music Therapy and Health","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prospective cohort study; Patient satisfaction; Demographics; Physical therapy; Cohort; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009485717,0.00009643146,0.0005710836,0.0002061117,0.00005151066,0.000001968529,0.00007549742,0.00001700426,0.0001572076],"category_scores_gemma":[0.00003076892,0.00006102782,0.0001142745,0.0003547815,0.0001564466,0.0001146337,0.00001915076,0.0001047836,1.745021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008500416,"about_ca_system_score_gemma":0.0002915684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169915,"about_ca_topic_score_gemma":0.0001910021,"domain_scores_codex":[0.9984332,0.0003474659,0.000677683,0.00008728686,0.0003065143,0.0001478437],"domain_scores_gemma":[0.9969813,0.0002600709,0.002202522,0.0001985367,0.000290798,0.00006677894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005646431,0.001197809,0.9809871,0.00002329264,0.0003785145,5.424183e-7,0.01051909,0.000001899078,0.0001346299,0.0001392971,0.001341557,0.004711669],"study_design_scores_gemma":[0.0004428964,0.0006717581,0.9365524,0.00004070788,0.0001405971,0.00003503456,0.06194003,8.065329e-7,0.00005755805,0.00002554601,0.00003983105,0.00005283503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982625,0.0000872721,0.00002436917,0.0004295184,0.000386349,0.0006874604,0.00004325932,0.000002032649,0.00007721857],"genre_scores_gemma":[0.9996443,0.00003409455,0.0001382319,0.00007942308,0.00003407237,0.00002415782,7.270111e-7,0.00001052598,0.00003444669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05142093,"threshold_uncertainty_score":0.3280277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378485381804974,"score_gpt":0.3399330833184685,"score_spread":0.3261482295004188,"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."}}