{"id":"W4254217112","doi":"10.15353/joci.v9i3.3151","title":"Introduction","year":2013,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information and Communications Technology; Computer science; World Wide Web; Public relations; Knowledge management; Data science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002064442,0.00005656586,0.00009785275,0.0001236029,0.0004349776,0.00006800412,0.000516482,0.00004447452,0.0001316397],"category_scores_gemma":[0.0002349841,0.00003444244,0.00002563636,0.0003011406,0.0001339071,0.00127628,0.0002014148,0.0007088342,0.0002253601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002394767,"about_ca_system_score_gemma":0.00001286457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004199254,"about_ca_topic_score_gemma":0.000001868378,"domain_scores_codex":[0.9993393,0.00003538381,0.0003984154,0.000003014748,0.0001366678,0.00008714871],"domain_scores_gemma":[0.9987262,0.00005975302,0.0005584562,0.000175281,0.0004776858,0.000002647614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004594574,0.0002317509,0.002594293,0.0002223747,0.0002193535,1.582703e-7,0.06950463,0.0001939874,0.0001859759,0.2733059,0.5555619,0.0979337],"study_design_scores_gemma":[0.0006334256,0.00005798154,0.03530136,0.00003683195,0.00008573542,0.00006072125,0.4290844,0.0005983511,0.0004979321,0.2137366,0.319663,0.0002436502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676425,0.000006505087,0.003150509,0.0080198,0.0003120048,0.000081581,5.920974e-8,0.00002057179,0.0207664],"genre_scores_gemma":[0.9960935,0.000008835245,0.000522475,0.002783574,0.0005174523,0.000001272839,0.000001798942,0.000003387975,0.00006777231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3595798,"threshold_uncertainty_score":0.334554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559066218204513,"score_gpt":0.2306796213374461,"score_spread":0.205088959155401,"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."}}