{"id":"W2949348360","doi":"10.4300/jgme-d-19-00107.1","title":"Picking the Right Tool for the Job: A Reliability Study of 4 Assessment Tools for Central Venous Catheter Insertion","year":2019,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Generalizability theory; Checklist; Competence (human resources); Medicine; Trainer; Inter-rater reliability; Educational measurement; Psychology; Computer science; Curriculum; Rating scale","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03271116,0.0005215686,0.000502245,0.00142592,0.0007322197,0.0008962046,0.0008367857,0.0007576881,0.0004720649],"category_scores_gemma":[0.07783745,0.0005580824,0.001027647,0.0009539174,0.001352514,0.001219954,0.001301122,0.0007437405,0.0002749588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009810742,"about_ca_system_score_gemma":0.001160154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635823,"about_ca_topic_score_gemma":0.004651963,"domain_scores_codex":[0.9802194,0.009325173,0.002361571,0.001934711,0.005534258,0.0006248599],"domain_scores_gemma":[0.9134824,0.04578737,0.01064372,0.005945858,0.02241638,0.001724339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008023422,0.0003370937,0.9748157,0.0001112143,0.000281763,0.00006533726,0.006026336,0.0002162952,0.001310925,0.00007625474,0.0002343694,0.01572228],"study_design_scores_gemma":[0.00008905576,0.002891956,0.9882189,0.0001016134,0.0001482341,0.0002213002,0.003899886,0.00270433,0.0008594423,0.00009170926,0.0007348785,0.00003864587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979081,0.0001352034,0.001305884,0.00003449971,0.00003194876,0.0001244244,0.00004880648,0.0000099427,0.0004011124],"genre_scores_gemma":[0.9983492,0.00004664305,0.001298211,0.00002643203,0.00001251206,0.00009001337,0.00008455861,0.000009322721,0.00008308666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03271116,"threshold_uncertainty_score":0.1729952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05753086002312422,"score_gpt":0.3848520792083348,"score_spread":0.3273212191852105,"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."}}