{"id":"W6904863817","doi":"10.14288/1.0418606","title":"Preparing for colorectal surgery: a qualitative study of experiences and preferences of patients in Western Canada","year":2022,"lang":"en","type":"article","venue":"Open Collections","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; Thematic analysis; Qualitative research; Colorectal surgery; Focus group; Health care; Coding (social sciences); Personalization","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":[0.000309102,0.00005558735,0.0003071714,0.00008564891,0.0002731168,0.00001971397,0.0000650408,0.00001030461,0.0000479692],"category_scores_gemma":[0.0001661285,0.00005400078,0.00001985489,0.0005486107,0.00002548347,0.00008067908,0.0001269661,0.00005274082,6.19728e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080395,"about_ca_system_score_gemma":0.000625391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6195796,"about_ca_topic_score_gemma":0.9042691,"domain_scores_codex":[0.9991173,0.000174652,0.0002922584,0.0001592823,0.0001683014,0.00008822991],"domain_scores_gemma":[0.9989677,0.0007149939,0.0001412285,0.0000740925,0.00007449136,0.00002749018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002020161,0.002054286,0.7033498,0.00008975262,0.0001520073,0.000002293488,0.2782381,0.00007543672,0.00005273265,7.985119e-7,0.01348635,0.0004782881],"study_design_scores_gemma":[0.002286351,0.0030044,0.1516343,0.00008971871,0.00004800395,0.000003534729,0.8395759,0.00006807157,0.002315362,0.00004474624,0.0007698059,0.0001597635],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969286,0.00001239823,0.000003816654,0.000007747248,0.0001882205,0.001416254,0.00006980796,0.000002590002,0.001370509],"genre_scores_gemma":[0.9954216,0.000002194538,0.00004361596,0.000006775137,0.000003247361,0.00218549,0.000009429018,0.000004897113,0.002322791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613379,"threshold_uncertainty_score":0.3829537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03585364433414456,"score_gpt":0.3257487448171113,"score_spread":0.2898951004829667,"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."}}