{"id":"W6912144950","doi":"10.5281/zenodo.15712705","title":"From \"Up-and-Coming\" to \"Arrived\": Research Challenges and Opportunities for the University of Lethbridge in Fulfilling its Vision as a Comprehensive University","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Postgraduate research; Strategic planning; Transdisciplinarity; Foundation (evidence)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001224507,0.00006676752,0.0001204417,0.0002151609,0.002103735,0.00008980451,0.0005433019,0.0000681504,0.0001892801],"category_scores_gemma":[0.0002770229,0.00006268555,0.00002367991,0.0002039224,0.0005013259,0.0002477127,0.0009769056,0.0001710352,0.00006862455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613623,"about_ca_system_score_gemma":0.00002100019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302127,"about_ca_topic_score_gemma":0.0001314354,"domain_scores_codex":[0.9986087,0.0005064823,0.00007388906,0.0002444049,0.0003273509,0.0002391352],"domain_scores_gemma":[0.9986041,0.000192837,0.0000456028,0.0001469431,0.0007900179,0.0002204995],"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":[0.0009380141,0.0001253379,0.00000581563,0.0000984289,0.00008833517,0.00005917621,0.5997247,0.00006718672,0.000793975,0.06574019,0.01869365,0.3136652],"study_design_scores_gemma":[0.0004312862,0.0001690592,0.0004297902,0.00003509534,0.000006020992,0.000001483953,0.32662,0.0001366415,0.00001735599,0.0002597872,0.6718362,0.00005734097],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9006084,0.00196335,0.0004573011,0.03089527,0.0001148588,0.00103919,0.0002025725,0.000147105,0.06457201],"genre_scores_gemma":[0.9854901,0.01208435,0.00008837463,0.00003313783,0.00006653104,4.461461e-9,0.00003854042,0.00009152602,0.002107437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6531425,"threshold_uncertainty_score":0.9991954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2874696745183702,"score_gpt":0.323558393689928,"score_spread":0.03608871917155781,"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."}}