{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01401267,0.002177341,0.002326477,0.003088968,0.004910573,0.01623761,0.003694129,0.02199277,0.008896673],"category_scores_gemma":[0.04411541,0.0009842499,0.001492785,0.001777779,0.006892127,0.006007452,0.002480595,0.02077089,0.003497471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002961711,"about_ca_system_score_gemma":0.00300988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009732627,"about_ca_topic_score_gemma":0.00216875,"domain_scores_codex":[0.9936084,0.001590146,0.0007053438,0.001079927,0.002327924,0.0006882973],"domain_scores_gemma":[0.9229877,0.05177245,0.002536705,0.001923654,0.01407458,0.006704889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003475354,0.00002250874,0.00007684635,0.0002728663,0.00001882862,0.000216729,0.0001587794,0.00002127872,0.00005199923,0.001400277,0.9928919,0.004833314],"study_design_scores_gemma":[0.00006237037,0.00004187029,0.0005739563,0.0008353365,0.00006538111,0.0002929429,0.0007693121,0.0001721789,0.0001606443,0.002362178,0.9946383,0.0000255782],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0001965781,0.003852733,0.0001184389,0.08449968,0.9099007,0.00001873446,0.00003756634,0.00002069228,0.001354945],"genre_scores_gemma":[0.002502697,0.002967503,0.00008480899,0.01975497,0.9715633,0.00002042525,0.00001304241,0.00001848022,0.003074707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02199277,"threshold_uncertainty_score":0.07410693,"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."}}