{"id":"W3172355800","doi":"10.3390/cancers13122890","title":"From Pathways to Practice: Impact of Implementing Mobilization Recommendations in Head and Neck Cancer Surgery with Free Flap Reconstruction","year":2021,"lang":"en","type":"article","venue":"Cancers","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Guideline; Mobilization; Head and neck cancer; Head and neck; Surgery; Retrospective cohort study; General surgery; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002188079,0.0001174552,0.0003309653,0.0001632575,0.00003949514,0.00001695222,0.00002741755,0.00005295666,0.0003355858],"category_scores_gemma":[0.0005064508,0.0001095993,0.00006002558,0.0005598651,0.00002771591,0.000337677,0.00003594407,0.0001237253,8.168337e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167138,"about_ca_system_score_gemma":0.001665447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006753707,"about_ca_topic_score_gemma":0.006937605,"domain_scores_codex":[0.9989296,0.00007075493,0.0003546791,0.0002966428,0.0001318554,0.0002164875],"domain_scores_gemma":[0.9988311,0.0003652489,0.0001981407,0.0002691971,0.0002306867,0.0001056609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006639091,0.00004389366,0.8210895,0.0001099727,0.0002415629,0.00004137091,0.001868129,0.002290723,0.02327932,0.000005797469,0.005548001,0.1448178],"study_design_scores_gemma":[0.006061475,0.0006360811,0.8359818,0.009333287,0.0005072508,0.0003432194,0.01329926,0.002718125,0.1161299,0.0003703784,0.01357618,0.001043005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996585,0.0005914538,0.0007183619,0.000959511,0.0004162936,0.0002367074,0.0001608897,0.00002063099,0.0003112251],"genre_scores_gemma":[0.9905131,0.001192048,0.007416358,0.0003178286,0.0001787494,0.0001159811,0.0001609437,0.00002852827,0.00007639393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437748,"threshold_uncertainty_score":0.9998604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955564564359615,"score_gpt":0.3365574616458855,"score_spread":0.3070018160022893,"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."}}