{"id":"W4376882327","doi":"","title":"The social constructivist mode of operation for personal computing","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mode (computer interface); Constructivist teaching methods; Computer science; Human–computer interaction; Data science; Psychology; Mathematics education; Teaching method","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002171475,0.0001196034,0.0003288298,0.0001222681,0.005802675,0.003305978,0.002378003,0.00005843843,0.000481949],"category_scores_gemma":[0.0006103654,0.00009875622,0.0001565958,0.0001236267,0.0006372862,0.001601007,0.0006664591,0.0001442213,0.000002207536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006821453,"about_ca_system_score_gemma":0.0001534644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001670888,"about_ca_topic_score_gemma":0.001152743,"domain_scores_codex":[0.9984772,0.0001703994,0.0004109161,0.0001983666,0.0004645136,0.0002786246],"domain_scores_gemma":[0.9982098,0.0003375288,0.0008650108,0.0001642251,0.0003537026,0.00006969569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002622561,0.0001651028,0.6161357,0.0001357292,0.0003996324,0.000003357864,0.02579548,0.00004632565,0.009821718,0.04097933,0.02804926,0.2782061],"study_design_scores_gemma":[0.001930388,0.00001771057,0.8811855,0.0004632437,0.0002189252,0.000001336063,0.01240472,0.01503902,0.005520158,0.03487413,0.04754368,0.0008011366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922469,0.001087702,0.002181014,0.0008025183,0.001110897,0.0007158574,0.00002203908,0.00001890736,0.0715921],"genre_scores_gemma":[0.9979218,0.0004701416,0.0001269617,0.00002621813,0.0005887222,0.00001202492,0.000002437406,0.00001319795,0.0008385447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2774049,"threshold_uncertainty_score":0.9977287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3552451141108494,"score_gpt":0.6216423820748116,"score_spread":0.2663972679639622,"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."}}