{"id":"W2930608562","doi":"10.15353/joci.v14i2-3.3411","title":"Participatory Collaboration Mapping in Malawi: Making Mike’s Community Informatics Idea(l)s Work","year":2018,"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":"United States Agency for International Development","keywords":"Tribute; Citizen journalism; Participatory action research; Informatics; Work (physics); Reflection (computer programming); Sociology; Key (lock); Library science; Computer science; World Wide Web; Political science; Engineering; Art; Art history; Anthropology","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"],"consensus_categories":[],"category_scores_codex":[0.01075649,0.0001787186,0.0003190678,0.0004816627,0.001567484,0.0001878791,0.001259172,0.0001633863,0.00002481739],"category_scores_gemma":[0.0007925853,0.000138461,0.00004791823,0.00182662,0.0005422228,0.001974838,0.0007567481,0.00220584,0.00006017097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001659472,"about_ca_system_score_gemma":0.0000983992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000564956,"about_ca_topic_score_gemma":0.0001421278,"domain_scores_codex":[0.997453,0.0003617958,0.001526031,0.00000796254,0.000352363,0.0002988477],"domain_scores_gemma":[0.9964562,0.0003596038,0.001768364,0.0004791972,0.000926501,0.00001010243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002089531,0.0003769868,0.06185123,0.0006464864,0.0001945379,9.420783e-7,0.8735838,0.0004552302,0.00003012911,0.03816136,0.009621401,0.01486893],"study_design_scores_gemma":[0.0008200382,0.00006406492,0.06168116,0.0004965703,0.00005636904,0.00001308821,0.8985647,0.001170164,0.0001231642,0.02058028,0.01615169,0.0002787139],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750262,0.0000156116,0.005152545,0.0007042899,0.0003510498,0.0001969091,8.198932e-7,0.00004149702,0.01851108],"genre_scores_gemma":[0.993817,0.00001287216,0.00177617,0.004182555,0.0001759823,0.000004545535,0.000006761706,0.00001121814,0.00001291965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02498088,"threshold_uncertainty_score":0.9997323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09669425119344582,"score_gpt":0.3075356076861195,"score_spread":0.2108413564926737,"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."}}