{"id":"W2175066173","doi":"10.22230/src.2015v6n3a223","title":"Implementing a Social Knowledge Creation Environment","year":2015,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; The Scarborough Hospital; University of Toronto","funders":"","keywords":"Knowledge production; Gateway (web page); Knowledge creation; The Renaissance; World Wide Web; Knowledge management; Psychological intervention; Humanism; Sociology; Computer science; Political science; Business; History; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004525453,0.0000803138,0.0000890484,0.0001445595,0.002354162,0.003447413,0.0003280359,0.00004313943,0.0003413383],"category_scores_gemma":[0.0001860065,0.00007274763,0.00002977834,0.00004277717,0.0005058425,0.002687248,0.0005626921,0.0005484252,0.000174551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044793,"about_ca_system_score_gemma":0.00005392178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002222133,"about_ca_topic_score_gemma":0.0007587479,"domain_scores_codex":[0.998412,0.0004900545,0.0001864467,0.000148706,0.0004329954,0.0003297764],"domain_scores_gemma":[0.9989448,0.0001275375,0.00004577497,0.0002830935,0.0004907738,0.0001080048],"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":[0.00002467617,0.0001140372,0.0003189826,0.00001465665,0.00001709708,5.373582e-7,0.1097945,1.09995e-7,0.00003151218,0.8485492,0.005476275,0.03565839],"study_design_scores_gemma":[0.000328764,0.00009096933,0.0008445638,0.00001966277,0.000005360533,9.2396e-7,0.03386288,0.00003685287,0.00001923128,0.05434804,0.9103468,0.00009593637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2766296,0.002788271,0.00001071779,0.002120283,0.00004993496,0.0002418678,0.00001414697,0.00004897094,0.7180962],"genre_scores_gemma":[0.9823396,0.0001642006,0.0000684248,0.00004257832,0.0002417284,0.00004689289,0.0000699866,0.00001231521,0.01701424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9048706,"threshold_uncertainty_score":0.9989446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3079240615446531,"score_gpt":0.3934401977021062,"score_spread":0.08551613615745313,"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."}}