{"id":"W2020453001","doi":"10.1097/sla.0b013e31820b04e9","title":"A Clinician's Guide to Patient Selection for Watchful Waiting Management of Inguinal Hernia","year":2011,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Watchful waiting; Inguinal hernia; Randomized controlled trial; Odds ratio; Visual analogue scale; Crossover study; Surgery; General surgery; Hernia; Internal medicine; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008513191,0.001994139,0.002224872,0.003810389,0.001137429,0.002775198,0.002658086,0.004381507,0.08131655],"category_scores_gemma":[0.03592552,0.0008125783,0.001232858,0.002369232,0.0008966189,0.00316971,0.002083317,0.006593787,0.05196345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001403637,"about_ca_system_score_gemma":0.007191023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002481146,"about_ca_topic_score_gemma":0.006391757,"domain_scores_codex":[0.9941413,0.002890831,0.001140526,0.0003463665,0.001190439,0.0002905421],"domain_scores_gemma":[0.9774407,0.008972962,0.001212283,0.0008303071,0.008856551,0.002687264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001643351,0.0003236244,0.001195944,0.0004384963,0.00001784739,0.0005409493,0.0001774607,0.0001908322,0.0003458436,0.001077313,0.8235191,0.1720083],"study_design_scores_gemma":[0.0009900393,0.0006696517,0.005321872,0.004358449,0.00005555767,0.00431964,0.0007980014,0.001900231,0.0003479582,0.009410069,0.9717019,0.0001267756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007039554,0.06486765,0.1688974,0.3578777,0.03795302,0.02113663,0.01433717,0.02458576,0.3033051],"genre_scores_gemma":[0.04116653,0.08386371,0.4876519,0.1952864,0.03329045,0.03369532,0.009367982,0.003560458,0.1121174],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08131655,"threshold_uncertainty_score":0.272031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3203654849587103,"score_gpt":0.3957369494691428,"score_spread":0.07537146451043253,"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."}}