{"id":"W3111820092","doi":"10.18260/1-2--35095","title":"Program: Study Design","year":2020,"lang":"en","type":"article","venue":"2020 ASEE Virtual Annual Conference Content Access Proceedings","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Coursework; Engineering education; Career development; Vocational education; Medical education; Work (physics); Identity (music); Psychological intervention; Psychology; Engineering; Engineering management; Pedagogy; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000665768,0.000294109,0.0003819782,0.00008176413,0.0007521209,0.001407327,0.001456491,0.0001290113,0.0007108997],"category_scores_gemma":[0.0009533978,0.0002828289,0.0001023481,0.0009104733,0.0002989826,0.002450613,0.00067561,0.0003117256,0.0002167309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009412984,"about_ca_system_score_gemma":0.000460842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008004033,"about_ca_topic_score_gemma":0.0001476988,"domain_scores_codex":[0.9972082,0.00008116546,0.0003611166,0.0007066358,0.001046828,0.0005960923],"domain_scores_gemma":[0.9974276,0.00007336712,0.0001839426,0.00007872554,0.001613959,0.0006224501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001082653,0.001128406,0.3323543,0.00004976439,0.0002536706,0.00009503269,0.474806,0.000003017089,0.0003692782,0.0147037,0.1103362,0.06481788],"study_design_scores_gemma":[0.002959275,0.003445176,0.0821314,0.00006768641,0.0001912644,0.000001581852,0.8268523,0.0003155992,0.000580886,0.0004412938,0.08157672,0.001436789],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662138,0.00003591645,0.0008586383,0.0119168,0.0003960338,0.003288542,0.0000351072,0.0009724682,0.01628269],"genre_scores_gemma":[0.9963248,0.00003718591,0.0002603007,0.00124774,0.0003731705,0.0001351094,0.000009745943,0.0000169322,0.001595066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3520463,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2346350637427889,"score_gpt":0.3477952975964727,"score_spread":0.1131602338536838,"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."}}