{"id":"W4400540292","doi":"10.1016/j.surg.2024.05.019","title":"Decision-making preferences and regret in rectal cancer patients undergoing restorative proctectomy: A prospective cohort study","year":2024,"lang":"en","type":"article","venue":"Surgery","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"Johnson and Johnson; American Society of Colon and Rectal Surgeons; Merck","keywords":"Regret; Medicine; Colorectal cancer; Prospective cohort study; Affect (linguistics); Cohort; Cohort study; Cancer; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008272456,0.000209091,0.0004318567,0.0004410984,0.0005636833,0.00004171193,0.0001599032,0.000152308,0.00008745799],"category_scores_gemma":[0.003112646,0.0001784304,0.00004080019,0.0008873197,0.00006882141,0.0004176589,0.0002873513,0.0009159835,0.00002901243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009834627,"about_ca_system_score_gemma":0.001755238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280071,"about_ca_topic_score_gemma":0.01829961,"domain_scores_codex":[0.9963048,0.001367219,0.0008418396,0.0006168013,0.0004282635,0.0004410741],"domain_scores_gemma":[0.989329,0.009554632,0.000252481,0.000412822,0.0003596427,0.00009145569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001470388,0.0001091438,0.9565466,0.0003615953,0.0000427204,0.00000887373,0.03262271,0.000002829591,4.634954e-7,0.00005475456,0.0009257147,0.009177559],"study_design_scores_gemma":[0.0002900954,0.0001103613,0.9775873,0.005561583,0.00001610795,3.506399e-7,0.01308593,0.0001578811,0.000001484806,0.002773523,0.0002271485,0.0001882657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890962,0.003468343,0.000008365179,0.000267084,0.001650961,0.004217404,0.00003558229,0.0001855102,0.001070514],"genre_scores_gemma":[0.9957123,0.0002593439,0.0001461363,0.00009578106,0.00008203357,0.003570013,0.00001367409,0.00003769606,0.00008303596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02104068,"threshold_uncertainty_score":0.9996139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1327212675792546,"score_gpt":0.4391329082455583,"score_spread":0.3064116406663037,"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."}}