{"id":"W326994072","doi":"10.1093/oxfordhb/9780199580583.003.0030","title":"From Instrumentality to Emergence in Information Systems","year":2011,"lang":"en","type":"book","venue":"Oxford University Press eBooks","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cognitive science; Psychology","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":[0.0004131567,0.0001566452,0.000224673,0.0002234921,0.0003098406,0.0001104704,0.0004291859,0.0002405676,0.0001075423],"category_scores_gemma":[0.00001514786,0.0001931828,0.00005961439,0.00003980435,0.00008346448,0.001053044,0.0001524918,0.0001529704,0.00001480624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000708845,"about_ca_system_score_gemma":0.0003410515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03701249,"about_ca_topic_score_gemma":0.001970293,"domain_scores_codex":[0.9986527,0.0001547495,0.0003922864,0.000145652,0.0004036778,0.0002509604],"domain_scores_gemma":[0.9991105,0.00002972491,0.0003644675,0.0002181057,0.0001479179,0.0001293313],"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":[0.00006308484,0.00000456312,0.00005566336,0.00005250704,0.00002871986,0.000001886862,0.08071816,0.000009376961,5.727242e-7,0.8990873,0.0148263,0.005151939],"study_design_scores_gemma":[0.0002487536,0.00001984029,0.00004388462,0.0001022147,0.00001623049,1.276237e-7,0.02591171,0.000009655861,0.000006905598,0.0003504833,0.973087,0.0002032659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001141943,0.000005352631,0.0006922138,0.00001066688,0.0009498103,0.0009744152,0.0004556979,0.00006260775,0.9957073],"genre_scores_gemma":[0.01804912,0.00006805007,0.0001129677,0.0000849373,0.0002206158,0.000008491149,0.0004205651,0.0000101447,0.9810251],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9582607,"threshold_uncertainty_score":0.9694001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03490127348508556,"score_gpt":0.2600485383538354,"score_spread":0.2251472648687498,"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."}}