{"id":"W4401331352","doi":"10.3991/ijep.v14i6.47187","title":"The Assessment of a Gradeless Residency Model for Software Engineering Education","year":2024,"lang":"en","type":"article","venue":"International Journal of Engineering Pedagogy (iJEP)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Software engineering; Medical education; Computer science; Engineering management; Engineering; Medicine","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":[0.001244133,0.00009264325,0.0001263216,0.0002315596,0.0001014853,0.0002275515,0.0005519533,0.00006242412,0.00002031344],"category_scores_gemma":[0.002034739,0.00008259153,0.00013432,0.0001524293,0.00003687207,0.0005156529,0.00002505149,0.0002958125,0.000001771844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002832071,"about_ca_system_score_gemma":0.00265492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005609375,"about_ca_topic_score_gemma":0.00003512047,"domain_scores_codex":[0.9986286,0.00004217786,0.0004508483,0.0001079264,0.0006057587,0.0001646533],"domain_scores_gemma":[0.9973616,0.001401584,0.0002549093,0.00009366127,0.0008110236,0.00007724422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003392758,0.0001669363,0.004379202,0.0002090991,0.0005904644,0.000009138168,0.02091535,0.5902648,0.001266713,0.3578713,0.004892704,0.01940038],"study_design_scores_gemma":[0.0003877252,0.0001126708,0.01394361,0.001115137,0.0001557179,0.00007053308,0.002997149,0.4639546,0.0002336421,0.002833565,0.513824,0.0003716648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1627083,0.004362641,0.7773817,0.03483178,0.01967744,0.000373047,0.00001930658,0.0001531467,0.0004926712],"genre_scores_gemma":[0.9560773,0.0003564874,0.04073887,0.00002536701,0.001259007,0.0000236177,0.000003065458,0.00002506884,0.00149125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7933689,"threshold_uncertainty_score":0.4709715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320635235099446,"score_gpt":0.4537993664000548,"score_spread":0.4217358428901102,"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."}}