{"id":"W1891865408","doi":"10.1002/asi.22938","title":"The development of community members' roles in partnership research projects: An empirical study","year":2013,"lang":"en","type":"article","venue":"Journal of the American Society for Information Science and Technology","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Pennsylvania State University; National Science Foundation","keywords":"General partnership; Knowledge management; Information technology; Public relations; Empirical research; Sociology; Literacy; Informal learning; Control (management); Psychology; Business; Pedagogy; Political science; Management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02521366,0.0004284173,0.0005271841,0.002251541,0.01672364,0.006575338,0.002298533,0.00235859,0.003011742],"category_scores_gemma":[0.05737584,0.001030598,0.0003098551,0.001330229,0.005663567,0.006476161,0.008729253,0.004205991,0.0004819855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002136629,"about_ca_system_score_gemma":0.008452591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005642,"about_ca_topic_score_gemma":0.01234704,"domain_scores_codex":[0.9761036,0.01759908,0.0006692592,0.001103725,0.002070043,0.002454222],"domain_scores_gemma":[0.9278027,0.04464868,0.006689586,0.002561695,0.006207677,0.01208954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008236186,0.002550324,0.04976989,0.0001150802,0.00001096611,0.001030434,0.9168971,0.00006128505,0.0007403069,0.002489391,0.0004628865,0.02579],"study_design_scores_gemma":[0.00002081863,0.000357043,0.01449668,0.00009413785,0.000006383231,0.0004619032,0.9786605,0.0003392024,0.0002755398,0.0004702561,0.004792599,0.00002500011],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954491,0.0001153807,0.0008272509,0.0004123673,0.00001308638,0.0001842366,0.000010029,0.000006817284,0.002981698],"genre_scores_gemma":[0.9976314,0.0001700488,0.000931394,0.0001069804,0.000006856871,0.0001914463,0.00001328209,0.000006024478,0.0009425344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02521366,"threshold_uncertainty_score":0.1333442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1484482286604625,"score_gpt":0.4559078459751261,"score_spread":0.3074596173146636,"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."}}