{"id":"W4404201151","doi":"10.15353/joci.v20i2.6111","title":"Mundane Technologies and Community Informatics","year":2024,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Engineering ethics; Sociology; Political science; 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":[0.008337136,0.0002083262,0.0003168595,0.0004567727,0.001748891,0.0007731207,0.005666185,0.00011498,0.000002251058],"category_scores_gemma":[0.0006440926,0.000134978,0.00007402869,0.0006670263,0.0005841753,0.002568909,0.00332675,0.005315928,0.00001997165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000943319,"about_ca_system_score_gemma":0.0002046243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000807728,"about_ca_topic_score_gemma":0.00002508453,"domain_scores_codex":[0.9967778,0.001321232,0.001176868,0.000005733974,0.0004547033,0.000263717],"domain_scores_gemma":[0.99313,0.004328906,0.0005219692,0.001642597,0.0003254248,0.00005106865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008164054,0.00006083217,0.0000284712,0.0005936201,0.0001241316,9.160311e-7,0.9060687,0.0002109727,0.00001280413,0.01783985,0.003730223,0.0713213],"study_design_scores_gemma":[0.0003048514,0.0005793046,0.0003953127,0.00081022,0.00005896164,0.002467969,0.8912764,0.01514716,0.0007392766,0.06142876,0.02649592,0.0002959329],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252231,0.001100579,0.1653338,0.00228447,0.0004948913,0.0001269093,0.000004092323,0.0004254628,0.005006624],"genre_scores_gemma":[0.9749592,0.001336468,0.02309817,0.0005399318,0.00001493236,0.000001335569,0.000001918494,0.000009937122,0.00003809298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1497361,"threshold_uncertainty_score":0.9997137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04216797349524425,"score_gpt":0.2801898855780149,"score_spread":0.2380219120827706,"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."}}