{"id":"W1953698285","doi":"10.15353/joci.v3i1.2381","title":"Community Informatics and Systems Design","year":2007,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Health informatics; Computer science; Community design; Engineering informatics; Data science; Engineering; Political science; Electrical engineering; Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01363386,0.001079451,0.001405811,0.004267231,0.007187014,0.01250261,0.001599415,0.005746938,0.01626249],"category_scores_gemma":[0.02643108,0.000759084,0.0007817101,0.00398398,0.02967248,0.01283101,0.006927729,0.005215119,0.001409209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008450053,"about_ca_system_score_gemma":0.008616843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006970377,"about_ca_topic_score_gemma":0.004209765,"domain_scores_codex":[0.9830299,0.01282279,0.0004924525,0.001037647,0.00184873,0.0007685195],"domain_scores_gemma":[0.9695328,0.02413706,0.001035162,0.002110454,0.001953037,0.001231544],"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":[0.000004681577,0.00002822321,0.0001766538,0.00006980829,0.000007963683,0.0000168602,0.001061844,0.0006397508,0.00001934654,0.9900779,0.00184496,0.006052114],"study_design_scores_gemma":[0.00002212865,0.00002241005,0.00008967482,0.00008847131,0.0000071897,0.00003441334,0.001096525,0.001340036,0.00005282218,0.9699842,0.02725535,0.00000666693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03336059,0.01897499,0.3348243,0.08691103,0.00220024,0.0006692585,0.0001631767,0.0004762109,0.5224202],"genre_scores_gemma":[0.9170738,0.004267285,0.04430158,0.003995802,0.001035716,0.001105962,0.0001042836,0.0001687783,0.02794678],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01626249,"threshold_uncertainty_score":0.07210362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08047315096713294,"score_gpt":0.287640382868798,"score_spread":0.207167231901665,"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."}}