{"id":"W4396218234","doi":"10.1145/3637378","title":"Older Adults' Collaborative Learning Dynamics When Exploring Feature-Rich Software","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Universitas Brawijaya","keywords":"Collaborative learning; Context (archaeology); Feature (linguistics); Dynamics (music); Computer science; Correctness; Psychology; Human–computer interaction; Applied psychology; Knowledge management; Pedagogy","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":[0.0003770052,0.0002199464,0.0002218826,0.0003130968,0.000664569,0.0003457317,0.001304217,0.0001942272,0.00003676907],"category_scores_gemma":[0.0008013282,0.0001818525,0.00012375,0.0006800668,0.0001890705,0.001205234,0.000533671,0.000940575,0.00003481862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005016421,"about_ca_system_score_gemma":0.00004954063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001192948,"about_ca_topic_score_gemma":0.0001977983,"domain_scores_codex":[0.9983877,0.00003689506,0.0002703044,0.0005037673,0.0004750638,0.0003262625],"domain_scores_gemma":[0.9987335,0.0002291273,0.000241202,0.0002529222,0.0004912799,0.00005199252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002555212,0.0003982873,0.01669012,0.0008831904,0.0005155955,0.00001104961,0.4604916,0.0001335042,0.001393837,0.07564466,0.08500545,0.3585772],"study_design_scores_gemma":[0.005201297,0.003475685,0.07078992,0.04050791,0.0008164332,0.0001258051,0.4407001,0.02750572,0.09751178,0.09217845,0.2160891,0.005097826],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851603,0.00009870913,0.0002712137,0.00805293,0.002525999,0.0005443714,0.000004750425,0.0009833219,0.002358417],"genre_scores_gemma":[0.9929625,0.00003203737,0.004675097,0.0000983248,0.0005993359,0.00008844722,0.000004245226,0.00004055325,0.001499411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534793,"threshold_uncertainty_score":0.7415729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03295522662926344,"score_gpt":0.3149029521141268,"score_spread":0.2819477254848634,"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."}}