{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002328313,0.0001819784,0.0003778152,0.000584097,0.0004929448,0.00007397612,0.0007070659,0.0003093382,0.001625583],"category_scores_gemma":[0.0006021158,0.0001694609,0.00008215891,0.0005807963,0.00005818455,0.0001703146,0.0003260448,0.002192452,0.00001775072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805527,"about_ca_system_score_gemma":0.0004796467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06264891,"about_ca_topic_score_gemma":0.9242597,"domain_scores_codex":[0.9972559,0.001212274,0.0005618221,0.0001489323,0.0005781236,0.0002429406],"domain_scores_gemma":[0.9981369,0.001190167,0.0001465701,0.0002388829,0.0002174361,0.00007000533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001423639,0.00441152,0.02570047,0.0008598449,0.0001196659,0.00002089568,0.9441882,0.00000247153,5.180604e-7,0.003406877,0.001807145,0.01934006],"study_design_scores_gemma":[0.0003550116,0.0002043109,0.01095787,0.001947734,0.00005118927,1.717457e-7,0.9837379,0.0007298912,0.000001669683,0.000374435,0.001482301,0.0001574958],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7815186,0.0001465683,0.000002361091,0.0001160546,0.001578313,0.0004466938,0.000001397653,0.00005920242,0.2161308],"genre_scores_gemma":[0.9553589,0.00005419987,0.000007806409,0.00001768149,0.0001848616,0.000056311,0.0002692912,0.00001771899,0.04403328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8616108,"threshold_uncertainty_score":0.9992871,"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."}}