{"id":"W2008693071","doi":"10.1108/03074800510587354","title":"Participation in the global knowledge commons","year":2005,"lang":"en","type":"article","venue":"New Library World","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Developing country; Interoperability; Originality; Dissemination; Public relations; Business; Publishing; Information Dissemination; Knowledge sharing; Knowledge management; Commons; Political science; Economic growth; Computer science; World Wide Web; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics","scholarly_communication","insufficient_payload"],"consensus_categories":["bibliometrics","insufficient_payload"],"category_scores_codex":[0.004000229,0.00009044565,0.000143481,0.013195,0.0001196436,0.002081558,0.002381962,0.00003799041,0.002702632],"category_scores_gemma":[0.002251504,0.00005142295,0.00007837899,0.2112917,0.00006494156,0.001746383,0.0004155655,0.0002007076,0.001655025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004629219,"about_ca_system_score_gemma":0.000207202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003647683,"about_ca_topic_score_gemma":0.001406176,"domain_scores_codex":[0.9957888,0.0003550381,0.0004547223,0.0003411132,0.002637102,0.0004231825],"domain_scores_gemma":[0.9961487,0.002806079,0.00007883228,0.0006102705,0.00009496093,0.0002611633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007036851,0.0001192414,0.359265,3.415293e-7,0.000001119516,0.000002486169,0.0001273261,0.00003261996,0.00000130165,0.01500625,0.3547377,0.2706996],"study_design_scores_gemma":[0.0001756991,0.00001681404,0.4577517,0.000002164805,7.968724e-7,6.731915e-7,0.00003572844,0.001398501,0.00004624299,0.01395676,0.5265685,0.0000464202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3746564,0.001924246,0.0002614342,0.04356794,0.0003008845,0.0002329271,0.00001702578,0.00004476187,0.5789943],"genre_scores_gemma":[0.9766659,0.00001912778,0.0005499374,0.001062015,0.0003007046,0.000008290202,0.000004321442,0.000004716134,0.02138506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6020094,"threshold_uncertainty_score":0.9991223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5602271843494625,"score_gpt":0.5868514926554681,"score_spread":0.0266243083060056,"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."}}