{"id":"W6921185515","doi":"10.6084/m9.figshare.28078665.v1","title":"Additional file 1 of Enhanced recovery after surgery in Pakistan: a qualitative descriptive analysis of current practices and future directions","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University","funders":"","keywords":"Qualitative analysis; Descriptive statistics; Current (fluid); Qualitative research; Data collection","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001116503,0.0001424975,0.0005189519,0.0008451769,0.00001568123,0.00001876885,0.00003062782,0.00008772291,0.9186474],"category_scores_gemma":[0.003611026,0.0001291057,0.0002998749,0.00165365,0.00002314331,0.0003534271,0.00003400101,0.0002347164,0.0000630342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008874218,"about_ca_system_score_gemma":0.000310075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001066521,"about_ca_topic_score_gemma":0.0001611598,"domain_scores_codex":[0.9987066,0.000153608,0.0004374998,0.0003213027,0.0002343123,0.0001466491],"domain_scores_gemma":[0.989692,0.009515493,0.0003470809,0.0001581487,0.0002252508,0.00006196817],"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":[0.0002933998,0.0001262261,0.00002143235,0.001031604,0.0007671844,0.00003661627,0.003897958,0.000001357536,0.00005910194,0.000001181218,0.9748173,0.01894665],"study_design_scores_gemma":[0.00009010547,0.00008462844,0.03058835,0.01701643,0.0003803336,0.000007890122,0.00308178,0.0001036949,0.0007609944,0.00003375584,0.9476456,0.0002064477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.007192709,0.005728322,0.000002538869,0.00004451664,0.0001305011,0.0001541088,0.9860643,0.00002821965,0.0006547667],"genre_scores_gemma":[0.0539056,0.0003233742,0.0003271215,0.00002773992,0.0002226434,0.00193905,0.9426925,0.00002346402,0.0005385696],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9185844,"threshold_uncertainty_score":0.5264778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476482290759148,"score_gpt":0.3694555305113032,"score_spread":0.3146907076037117,"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."}}