{"id":"W4396833631","doi":"10.1145/3613904.3642547","title":"Commoning as a Strategy for HCI Research and Design in South Asia","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Architectural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001042458,0.00006110706,0.00006981593,0.0005177286,0.00009249111,0.0003027298,0.0002805672,0.00007063666,0.00001513808],"category_scores_gemma":[0.00007713459,0.00005362395,0.000009506893,0.0006910969,0.00007931096,0.000400922,0.0001390858,0.0003536277,0.00005643213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006085585,"about_ca_system_score_gemma":0.00007734792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003015791,"about_ca_topic_score_gemma":0.00002973069,"domain_scores_codex":[0.9991785,0.00006666675,0.0001257731,0.000288818,0.0001127479,0.0002274754],"domain_scores_gemma":[0.9993132,0.0003676388,0.00001255704,0.0001734333,0.0001182561,0.0000149585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009699091,0.00001319473,0.00007437459,0.00001348664,0.000006939894,0.00002566319,0.001285007,0.0000156761,0.002198437,0.9834936,0.0009244717,0.0119395],"study_design_scores_gemma":[0.0003862882,0.001263647,0.0008690581,0.0001624737,0.00000175085,0.00007503088,0.002350786,0.4230961,0.05432841,0.5146346,0.002611827,0.0002200248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06354436,0.00009468366,0.9248438,0.001530584,0.0001226851,0.0003579795,4.359348e-7,0.0002292722,0.009276245],"genre_scores_gemma":[0.9722031,0.000001023458,0.02632632,0.00004091863,0.00001714917,0.00007326278,5.05375e-7,0.000005916374,0.001331824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9086587,"threshold_uncertainty_score":0.2919231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2496711721138296,"score_gpt":0.4394371961266854,"score_spread":0.1897660240128558,"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."}}