{"id":"W7161779447","doi":"10.82308/24198","title":"Sustaining knowledge interaction in online communities: a longitudinal field study of a professional medical community","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exponential random graph models; Reciprocity (cultural anthropology); Transformative learning; Online community; Online participation; Community of practice; Norm (philosophy); Online discussion; Norm of reciprocity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008098364,0.0003688311,0.0005153362,0.002208078,0.007080427,0.00198388,0.001212172,0.001240605,0.001804631],"category_scores_gemma":[0.01246077,0.000583578,0.0003884068,0.001152461,0.002527012,0.002546321,0.002403421,0.00247236,0.0006948082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002006509,"about_ca_system_score_gemma":0.004047614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0223347,"about_ca_topic_score_gemma":0.04117738,"domain_scores_codex":[0.9973723,0.001265353,0.00008738013,0.0003816826,0.0003559553,0.0005373504],"domain_scores_gemma":[0.9886307,0.003294179,0.001936437,0.000915372,0.002219044,0.00300432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004789228,0.01421205,0.5708393,0.0001044318,0.00004508618,0.001102922,0.3725421,0.0001898572,0.002050719,0.001186577,0.002420379,0.03482773],"study_design_scores_gemma":[0.0001108603,0.005755898,0.454533,0.0001764643,0.00004424095,0.0005247952,0.5263679,0.001706973,0.0008618131,0.001391786,0.008397616,0.0001287359],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992,0.00002621759,0.000226502,0.0001192839,0.000004941336,0.00009949816,0.0000524111,0.000002536523,0.0002685877],"genre_scores_gemma":[0.9971168,0.0001028449,0.0008329215,0.0002622141,0.00002312266,0.0003587188,0.0001729385,0.000006007014,0.001124405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0223347,"threshold_uncertainty_score":0.04440939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006591495386874,"score_gpt":0.4679380749081201,"score_spread":0.3672789253694326,"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."}}