{"id":"W144734202","doi":"","title":"Adaptive Reward Mechanism for Sustainable Online Learning Community","year":2005,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mechanism (biology); Computer science; Information overload; Sustainability; Online community; Quality (philosophy); World Wide Web; Knowledge management; Internet privacy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00474763,0.0005781279,0.0009559063,0.0009908298,0.001184756,0.001312187,0.002088357,0.001757876,0.005045416],"category_scores_gemma":[0.0172737,0.0002607915,0.0004241295,0.0004850599,0.001174097,0.00220548,0.001993112,0.001316937,0.0007480447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149879,"about_ca_system_score_gemma":0.001595093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096571,"about_ca_topic_score_gemma":0.001084671,"domain_scores_codex":[0.9980717,0.0007653509,0.00009361164,0.000348643,0.000440511,0.0002802096],"domain_scores_gemma":[0.9881362,0.005877639,0.001198242,0.001055705,0.002093112,0.001639209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001368444,0.001787603,0.008920141,0.0004182885,0.0002038862,0.0008928904,0.001577592,0.3507684,0.04485222,0.3216559,0.01284073,0.254714],"study_design_scores_gemma":[0.0002345575,0.0003013637,0.001351455,0.00001814349,0.00004368186,0.0001849946,0.00007923383,0.9187081,0.002703189,0.07318931,0.003121802,0.0000642502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1943284,0.0002397476,0.7930075,0.001664531,0.0002066918,0.0004101687,0.0001120387,0.001441988,0.00858894],"genre_scores_gemma":[0.9382086,0.00007983184,0.05562298,0.0001819729,0.00008125435,0.0003232169,0.00003665803,0.00004389016,0.005421497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005045416,"threshold_uncertainty_score":0.02510816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301326022420191,"score_gpt":0.2881290161072103,"score_spread":0.2651157558830084,"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."}}