{"id":"W2158064748","doi":"10.1177/0741088303260691","title":"Tasks, Ensembles, and Activity","year":2003,"lang":"en","type":"article","venue":"Written Communication","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Complementarity (molecular biology); Perspective (graphical); Activity theory; Epistemology; Sociology; Literacy; Field (mathematics); Task (project management); Computer science; Point (geometry); Cognitive science; Psychology; Pedagogy; Artificial intelligence; Engineering; Mathematics","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":[0.001398778,0.00004136301,0.00005132119,0.00003749078,0.0007848688,0.00008842749,0.0001293458,0.00004637103,0.0002139373],"category_scores_gemma":[0.0009666127,0.00004416303,0.000009713028,0.000207808,0.0001669162,0.0003077723,0.0000191558,0.0001710469,0.00003989947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003787848,"about_ca_system_score_gemma":0.0001015262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199623,"about_ca_topic_score_gemma":0.0005126583,"domain_scores_codex":[0.9985992,0.001037246,0.00006890988,0.00008321336,0.0001107299,0.0001006576],"domain_scores_gemma":[0.9991924,0.0003279181,0.00009225208,0.0002440664,0.0001075636,0.00003584387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008318246,0.0001243136,0.01377377,0.000005752428,0.00001339053,1.660018e-7,0.02609171,0.000001033949,0.0006663246,0.8981707,0.006497058,0.05464751],"study_design_scores_gemma":[0.00007939921,0.000006764084,0.02252367,0.000006348887,0.000004082599,6.968498e-7,0.007380437,0.000007423335,0.0001526464,0.001742748,0.9680312,0.00006455876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3896247,0.0007191153,0.0005080022,0.02302478,0.000138195,0.0001725123,6.19303e-7,0.00008741795,0.5857247],"genre_scores_gemma":[0.9930105,0.0005282827,0.002203281,0.000313365,0.00002530125,0.00001037902,0.000003051464,0.000004284238,0.003901557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9615341,"threshold_uncertainty_score":0.6036655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08888060281973789,"score_gpt":0.4044313779397848,"score_spread":0.3155507751200469,"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."}}