{"id":"W2104243950","doi":"10.1080/13658816.2011.603337","title":"Intentional actions, plans, and information systems","year":2011,"lang":"en","type":"article","venue":"International Journal of Geographical Information Systems","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; Illinois Department of Transportation; University of Victoria","keywords":"Structuring; Computer science; Set (abstract data type); Data science; Component (thermodynamics); Order (exchange); Data mining; Geography; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002572435,0.00044171,0.0003813473,0.002334587,0.002012311,0.007818593,0.000950307,0.00163123,0.004066158],"category_scores_gemma":[0.004788579,0.0003491015,0.0005079236,0.003008671,0.01511067,0.009198751,0.003316014,0.001603521,0.0004131845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003813753,"about_ca_system_score_gemma":0.003130477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230118,"about_ca_topic_score_gemma":0.006502079,"domain_scores_codex":[0.9972085,0.001503436,0.000204845,0.0003344484,0.0005523773,0.000196313],"domain_scores_gemma":[0.9972336,0.001712835,0.000254876,0.0004141455,0.0002069548,0.0001776588],"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":[0.000005083052,0.000007546574,0.0003347579,0.00003944879,0.000006445134,0.0000481851,0.0007844116,0.001891786,0.00006330448,0.9877707,0.001270407,0.007777917],"study_design_scores_gemma":[0.000008483657,0.00001115836,0.0003203099,0.00008009955,0.000008114803,0.00006783888,0.001290169,0.004442947,0.0001353458,0.9500057,0.04361726,0.00001262768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06029863,0.01366964,0.4236021,0.03544302,0.0005589295,0.0003565096,0.0008654286,0.001151154,0.4640546],"genre_scores_gemma":[0.8371258,0.00656686,0.1366598,0.001599475,0.0002239675,0.0003765437,0.0007016135,0.00009575248,0.01665015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01230118,"threshold_uncertainty_score":0.02767086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337788182498116,"score_gpt":0.2883683058204608,"score_spread":0.2549904239954797,"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."}}