{"id":"W1607937915","doi":"10.15353/joci.v11i2.2836","title":"Using IT to ‘do good’ in communities?","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":[0.010996,0.00006309923,0.0001552335,0.0001990041,0.0006073713,0.0001357153,0.001330552,0.0000354363,0.00002347717],"category_scores_gemma":[0.0003863971,0.00004710672,0.00003464235,0.0003826979,0.000119275,0.0006122181,0.0003938476,0.0007120385,0.00002551588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891879,"about_ca_system_score_gemma":0.000146925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273251,"about_ca_topic_score_gemma":0.005184272,"domain_scores_codex":[0.9978438,0.001091458,0.0004976062,0.000002520948,0.0003840807,0.0001805165],"domain_scores_gemma":[0.9986095,0.0004435963,0.000283245,0.0002804721,0.0002714196,0.0001117638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001761194,0.00003572274,0.002079861,0.00001027585,0.00001119424,1.485375e-7,0.9892671,0.002860487,5.509582e-7,0.001874131,0.002351817,0.001491085],"study_design_scores_gemma":[0.0002560938,0.00005877189,0.0003409373,0.0001013038,0.00001572671,0.000003996262,0.9465252,0.0005084694,0.00000320341,0.00175198,0.05037547,0.00005886089],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8107685,0.0000318521,0.001351673,0.0007988003,0.0001645807,0.00008742612,4.480425e-7,0.000005864922,0.1867909],"genre_scores_gemma":[0.9984831,0.00004817287,0.0005186933,0.0007370951,0.00005977898,2.66111e-7,3.598963e-7,0.000003775828,0.000148816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877146,"threshold_uncertainty_score":0.4671471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2573643390693069,"score_gpt":0.4000002599579646,"score_spread":0.1426359208886577,"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."}}