{"id":"W1514127600","doi":"10.15353/joci.v11i2.2838","title":"Community&Technologies, Community Informatics: Tensions and Challenges","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Engineering ethics; Sociology; Data science; Knowledge management; Computer science; Engineering; Electrical engineering","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":["sts","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01849147,0.0003436463,0.0006073107,0.0005267545,0.003167041,0.0003590217,0.009875286,0.0002178122,0.000001280494],"category_scores_gemma":[0.002952356,0.0002396561,0.00009351766,0.0005655751,0.0009626035,0.002547529,0.00744728,0.00808911,0.00003079616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000176576,"about_ca_system_score_gemma":0.0003254038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003550382,"about_ca_topic_score_gemma":0.0003095274,"domain_scores_codex":[0.9915662,0.005563288,0.001652871,0.000009290267,0.0007736901,0.000434591],"domain_scores_gemma":[0.9882849,0.004726211,0.001494577,0.003973751,0.001332562,0.0001879439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002459132,0.0002144383,0.00004210363,0.0002737352,0.0001108622,3.344969e-7,0.9524698,0.0002735795,0.000004712134,0.007930708,0.005030022,0.03362517],"study_design_scores_gemma":[0.0008368261,0.0007188828,0.0006465456,0.0003337442,0.00005100364,0.001410837,0.9057594,0.001292722,0.0001274042,0.04860067,0.03989706,0.0003249396],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007504,0.002728439,0.0714411,0.009616783,0.0005371913,0.0002941783,0.000008531816,0.0004761911,0.01414719],"genre_scores_gemma":[0.9474982,0.005096888,0.04588303,0.001442999,0.00002064436,0.000003512735,0.000007786152,0.00001885709,0.00002808321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0467478,"threshold_uncertainty_score":0.9981307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2116185159228969,"score_gpt":0.3082460141293018,"score_spread":0.0966274982064049,"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."}}