{"id":"W1974839435","doi":"10.3138/jsp.39.3.274","title":"The Value of Knowledge Created by Individual Scientist and Research Groups","year":2008,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Affect (linguistics); Value (mathematics); Publication; Knowledge management; Knowledge creation; Productivity; Citation; Sociology; Computer science; Library science; Political science; Business; Marketing; Advertising","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01293976,0.0002487326,0.0008462697,0.009020301,0.001943057,0.009378714,0.001124209,0.001371397,0.001971926],"category_scores_gemma":[0.09034526,0.0002280483,0.0006762407,0.008547147,0.004242667,0.007486215,0.004591642,0.0009093483,0.0003539555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002554314,"about_ca_system_score_gemma":0.00222372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009074775,"about_ca_topic_score_gemma":0.001372317,"domain_scores_codex":[0.9809717,0.009070712,0.001373119,0.0008250818,0.006632486,0.001126807],"domain_scores_gemma":[0.7870565,0.1571781,0.02322719,0.01375413,0.01087694,0.007907121],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005081793,0.0003997679,0.5983504,0.0009242478,0.001067767,0.001216436,0.03265852,0.001945313,0.002545619,0.02428531,0.001482132,0.3346163],"study_design_scores_gemma":[0.0001019822,0.0008686489,0.7836537,0.00105514,0.0006306656,0.003903255,0.06478214,0.005004451,0.004131191,0.1046721,0.03097715,0.0002195075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316951,0.002577035,0.002632057,0.001672192,0.00004894848,0.00005141335,0.0001779125,0.00002162296,0.06112367],"genre_scores_gemma":[0.998309,0.0003476026,0.0007389004,0.00004519833,0.00003603813,0.000009898633,0.00004229613,0.000004243307,0.0004669204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9870602,"threshold_uncertainty_score":0.06843287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022218488783731,"score_gpt":0.3621861743659434,"score_spread":0.2599643254875703,"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."}}