{"id":"W2274643080","doi":"10.1186/s40064-016-1748-x","title":"Profiling postgraduate workplace-based assessment implementation in Ireland: a retrospective cohort study","year":2016,"lang":"en","type":"article","venue":"SpringerPlus","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Profiling (computer programming); Data science; Medicine; Cohort; Retrospective cohort study; Computer science; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.002902745,0.0001115057,0.0001636017,0.0001374628,0.0003005411,0.0001115467,0.0001806307,0.00004902903,0.0004752822],"category_scores_gemma":[0.0003636786,0.00009240895,0.0000341782,0.0004525295,0.00007126428,0.0003805263,0.00003037483,0.000176306,0.00008726285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300168,"about_ca_system_score_gemma":0.0006696621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004815847,"about_ca_topic_score_gemma":0.007327289,"domain_scores_codex":[0.9976975,0.0007169393,0.0002676298,0.0003722962,0.0006028814,0.0003427883],"domain_scores_gemma":[0.9990337,0.0003156275,0.0002252053,0.0002068431,0.0001330454,0.00008550545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002022974,0.0001696397,0.9900652,0.00000244832,0.00002045799,0.000005062246,0.006048779,0.00001101729,0.0001424267,0.001550869,0.00004019266,0.001923732],"study_design_scores_gemma":[0.0008590661,0.00009087581,0.9888771,0.00002756525,0.00001878756,1.22393e-7,0.007321596,0.000009396043,0.00008584926,0.0001204036,0.002450426,0.0001388103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865791,0.00001408783,0.0002782832,0.005138213,0.0004869249,0.001210916,0.000002115026,0.0001083985,0.006181952],"genre_scores_gemma":[0.9973186,0.00001113269,0.001247126,0.00005181745,0.000138853,0.0002318382,0.000002621585,0.00001590879,0.0009821494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01073944,"threshold_uncertainty_score":0.7280152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162677847969629,"score_gpt":0.4106066438665438,"score_spread":0.3889798653868475,"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."}}