{"id":"W2065926090","doi":"10.7439/ijbar.v5i9.852","title":"Impact of SNAPPS on Clinical Reasoning Skills of Surgery Residents in Outpatient Setting","year":2014,"lang":"en","type":"article","venue":"International Journal of Biomedical and Advance Research","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preceptor; Set (abstract data type); Medical education; Medicine; Ambulatory; Clinical Practice; Psychology; Ideal (ethics); Nursing; Computer science; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002689231,0.0003723728,0.0005251404,0.000806106,0.0004109346,0.001234999,0.0005845785,0.0005315299,0.01030025],"category_scores_gemma":[0.04893535,0.0001940629,0.0005849283,0.0004586815,0.0003440878,0.001212473,0.001847602,0.0009534418,0.001223702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009716348,"about_ca_system_score_gemma":0.001561739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005142289,"about_ca_topic_score_gemma":0.008402431,"domain_scores_codex":[0.9977372,0.0007986666,0.0002128838,0.000233247,0.0007726891,0.000245335],"domain_scores_gemma":[0.9756013,0.01259776,0.003384225,0.0006155794,0.003345806,0.004455313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004431232,0.004292307,0.6258985,0.0007325219,0.000496034,0.0003115084,0.003921279,0.001355882,0.0007888097,0.0001974007,0.0206408,0.3369338],"study_design_scores_gemma":[0.0001837368,0.005983023,0.9816959,0.0004182231,0.0002529703,0.0001871405,0.004622601,0.002411379,0.0007392176,0.0004302437,0.003010473,0.00006516468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931974,0.0004399469,0.0001731359,0.0009548038,0.0001104355,0.00007200823,0.0007322665,0.00009851166,0.004221515],"genre_scores_gemma":[0.9971176,0.0002673111,0.0004841686,0.0001292181,0.00002983634,0.00005884738,0.0004923238,0.00001596217,0.001404716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01030025,"threshold_uncertainty_score":0.03445774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06922869747648246,"score_gpt":0.5058130271908385,"score_spread":0.4365843297143561,"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."}}