{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0283797,0.000214629,0.000378467,0.0003555399,0.001926994,0.0004498151,0.005321668,0.0001062856,0.000001122371],"category_scores_gemma":[0.0005047347,0.0001469493,0.0000585397,0.0004753442,0.0003472878,0.00206274,0.00180883,0.003222575,0.000011249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120039,"about_ca_system_score_gemma":0.0001821164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000161752,"about_ca_topic_score_gemma":0.00001769856,"domain_scores_codex":[0.9946123,0.002616079,0.001765686,0.000004851322,0.000635094,0.0003659505],"domain_scores_gemma":[0.9901556,0.005894833,0.001474179,0.001648566,0.0006899639,0.0001368791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004129959,0.00009929273,0.00009533177,0.0002927779,0.0001068056,6.650453e-7,0.9746493,0.004525066,0.00001454831,0.007545893,0.003400185,0.009228904],"study_design_scores_gemma":[0.001073758,0.0009601275,0.002847736,0.0005421122,0.00007162059,0.003288721,0.9373673,0.03620257,0.0007028305,0.00890426,0.007585292,0.0004536437],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3643178,0.000151298,0.6319161,0.0001507099,0.000301493,0.0001294539,9.2159e-7,0.0000456614,0.002986554],"genre_scores_gemma":[0.9350464,0.0002583593,0.06366115,0.0009569612,0.00003111791,7.520007e-7,0.000001289751,0.000009926926,0.00003398357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5707287,"threshold_uncertainty_score":0.9993724,"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."}}