{"id":"W6907917013","doi":"10.25384/sage.c.4254181","title":"The Utility and Efficiency of a Resident Hand Clinic for the Management of Acute Hand Trauma at the University of Alberta","year":2018,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Patient satisfaction; Emergency department; Hand injury; Retrospective cohort study","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005139575,0.0002907666,0.0005926989,0.0001072775,0.0007661855,0.00007938762,0.003452118,0.000154799,0.006833251],"category_scores_gemma":[0.0001306677,0.0001452065,0.0002058713,0.0002732622,0.002921833,0.0001017074,0.00224578,0.0002345906,0.00007138927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004513236,"about_ca_system_score_gemma":0.00008428127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001343873,"about_ca_topic_score_gemma":0.0171771,"domain_scores_codex":[0.9973917,0.000423933,0.0006770036,0.0004882322,0.0006822648,0.0003368429],"domain_scores_gemma":[0.9928135,0.001230972,0.002147337,0.003597972,0.0001350185,0.00007521472],"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":[0.001128106,0.0001469788,0.000378363,0.0003738194,0.004600612,0.000008617319,0.0009971621,4.337802e-7,0.0001938776,0.000005367164,0.9714454,0.02072126],"study_design_scores_gemma":[0.003611177,0.0002989582,0.02150391,0.005457111,0.00667962,0.0000310462,0.002753019,0.0004303296,0.0006776917,0.0002217302,0.958018,0.000317424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.05289889,0.5068718,0.009774949,0.004942452,0.002165183,0.01884436,0.1498722,0.0000715319,0.2545587],"genre_scores_gemma":[0.03359737,0.1567089,0.00052899,0.00003481566,0.0002390795,0.000006894721,0.0002174158,0.0004870011,0.8081796],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5536208,"threshold_uncertainty_score":0.9997916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0660103601056101,"score_gpt":0.3345493422215814,"score_spread":0.2685389821159714,"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."}}