{"id":"W4297888622","doi":"10.1177/229255030901700103","title":"Decreasing Expander Breast Infection: A New Drain Care Protocol","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Surgery; Case series; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003341897,0.0001647743,0.0004612711,0.0007550812,0.0001078552,0.00005270577,0.00004839656,0.0001168942,0.0004339114],"category_scores_gemma":[0.0009583708,0.0001441804,0.0004826947,0.000282962,0.00007377598,0.0001969545,0.000002718139,0.0002979508,0.000006574243],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914405,"about_ca_system_score_gemma":0.006011772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459543,"about_ca_topic_score_gemma":0.001078343,"domain_scores_codex":[0.9988319,0.00006168125,0.0004774145,0.0001362491,0.0001669014,0.0003258433],"domain_scores_gemma":[0.9978299,0.0003458118,0.000225579,0.0001451513,0.0003620495,0.001091577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003324504,0.00003998896,0.6614873,0.0001098421,0.0002234426,0.001893398,0.0003733324,0.000006802939,0.001428868,0.00006478529,0.02246922,0.3115705],"study_design_scores_gemma":[0.001139414,0.0002644139,0.8980654,0.002223623,0.0001966275,0.03260291,0.0002763656,0.000002663364,0.004050177,0.0004122548,0.06043254,0.0003335519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834998,0.0004018899,0.005297319,0.0003882776,0.001486242,0.006769679,0.00001169837,0.00005693865,0.002088179],"genre_scores_gemma":[0.9980848,0.00000591219,0.0006479443,0.0002499255,0.0007686117,0.0001510512,0.000005518379,0.00002025835,0.000065941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.311237,"threshold_uncertainty_score":0.9996232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631823709316214,"score_gpt":0.2639110351730292,"score_spread":0.247592798079867,"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."}}