{"id":"W2916932281","doi":"10.5334/kula.47","title":"Networking Social Scholarship…Again","year":2019,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Sociology; Context (archaeology); Professional association; Science communication; Engineering ethics; Social science; Epistemology; Public relations; Political science; History; Law; Science education; Engineering; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003286908,0.0002711363,0.000319534,0.002041023,0.004385002,0.01017255,0.0008847277,0.002260937,0.04787242],"category_scores_gemma":[0.00995113,0.0001513028,0.0002975562,0.003003647,0.004808694,0.008717398,0.005140338,0.002232319,0.009291261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956891,"about_ca_system_score_gemma":0.002774738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001640221,"about_ca_topic_score_gemma":0.002658798,"domain_scores_codex":[0.9963013,0.001969142,0.0001296122,0.0003532292,0.0009564322,0.0002902778],"domain_scores_gemma":[0.9935495,0.002882565,0.0006387156,0.0009410061,0.0007884543,0.001199694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003556904,0.00007854307,0.003261012,0.0002221823,0.0000147253,0.0002141791,0.02422831,0.00011103,0.0003548119,0.7296708,0.08133607,0.1604729],"study_design_scores_gemma":[0.000007209636,0.00003485496,0.00119815,0.0002321391,0.000006408557,0.0001279306,0.009916513,0.0001463294,0.0001434161,0.04757425,0.9406033,0.000009526127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02727466,0.005824567,0.00536607,0.1003539,0.004783769,0.0000931429,0.0002355977,0.0002110803,0.8558573],"genre_scores_gemma":[0.5776232,0.0101703,0.004878299,0.01610852,0.005640397,0.0003407955,0.0004562445,0.000156959,0.3846253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.997959,"threshold_uncertainty_score":0.1601492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6254603893258378,"score_gpt":0.6320421837582847,"score_spread":0.006581794432446886,"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."}}