{"id":"W1952507580","doi":"10.15353/joci.v7i3.2595","title":"Evolving Relationships: Universities, Researchers and Communities","year":2011,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre","funders":"","keywords":"Data science; Engineering ethics; Political science; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005883218,0.00003993943,0.00007359344,0.00007858727,0.002012851,0.00004861033,0.0005257274,0.00003395436,0.0001140542],"category_scores_gemma":[0.000175906,0.00002955947,0.00001742541,0.0001555935,0.0004414408,0.0008100781,0.00009407072,0.000784701,0.000006650078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500696,"about_ca_system_score_gemma":0.0005636881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004656992,"about_ca_topic_score_gemma":0.001203683,"domain_scores_codex":[0.9980076,0.001331348,0.0002569221,0.000001988631,0.0002937444,0.0001083808],"domain_scores_gemma":[0.998123,0.001031223,0.0002879439,0.000160236,0.000327492,0.0000700801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001013125,0.00001785279,0.003864741,0.000007036295,0.00001633292,4.286157e-8,0.9859598,0.000003399199,1.653978e-7,0.007029211,0.00264459,0.0004467583],"study_design_scores_gemma":[0.00009528941,0.00003132262,0.03527355,0.00003939573,0.00001126918,0.000005645271,0.9391747,0.000004559052,0.000004498168,0.002398406,0.02292684,0.00003459085],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9026733,0.0001394919,0.0002675208,0.0006273329,0.00007132516,0.00004049319,8.813311e-7,0.000006522493,0.09617314],"genre_scores_gemma":[0.9973232,0.0008304266,0.001075284,0.0002142416,0.00001772087,2.045321e-7,5.63908e-7,0.000002058528,0.0005363178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09563682,"threshold_uncertainty_score":0.9992864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.197836400799405,"score_gpt":0.3568757891053673,"score_spread":0.1590393883059622,"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."}}