{"id":"W2783808182","doi":"10.1080/1360144x.2018.1415033","title":"An international conversation about mentored undergraduate research and inquiry and academic development","year":2018,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Conversation; Pedagogy; Sociology; Undergraduate research; Engineering ethics; Mathematics education; Psychology; Engineering; Medical education; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007025165,0.0001342811,0.0001062246,0.0002760111,0.001820001,0.0003861747,0.000973616,0.0001482091,0.0001186446],"category_scores_gemma":[0.0003932684,0.0001093446,0.00002089829,0.0001322135,0.0005329887,0.0008679915,0.0002009333,0.000810853,0.00003852548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008459971,"about_ca_system_score_gemma":0.0008957707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006426562,"about_ca_topic_score_gemma":0.00007991661,"domain_scores_codex":[0.9971367,0.0002397529,0.0005328577,0.0002873285,0.001420949,0.0003824215],"domain_scores_gemma":[0.9980721,0.0003478504,0.0002528862,0.00008882314,0.0009863707,0.0002519736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005887714,0.0001765666,0.03322141,0.00001690155,0.0008396342,0.000007389109,0.47275,0.00001571841,0.002501219,0.1173487,0.03595462,0.3365791],"study_design_scores_gemma":[0.0006458338,0.00005186375,0.03753164,0.00008535579,0.00001000232,0.0000303918,0.01472767,0.00008742353,0.001351991,0.0140334,0.9312674,0.0001769964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227118,0.0003174302,0.003245416,0.06275577,0.008053326,0.0005878215,0.000004870532,0.00004785475,0.002275651],"genre_scores_gemma":[0.9861494,0.00314041,0.003260227,0.001030782,0.002720576,0.0000819933,0.00002525012,0.00001742645,0.003573887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8953128,"threshold_uncertainty_score":0.9994795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2494638144273205,"score_gpt":0.5150256681094262,"score_spread":0.2655618536821057,"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."}}