{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002684797,0.0001963472,0.0003459601,0.001890633,0.0004440632,0.0007969785,0.0005797774,0.0002273983,0.00004942402],"category_scores_gemma":[0.0004610746,0.0001732859,0.0002026352,0.0005527196,0.0003571295,0.01332706,0.00008956712,0.0003441627,0.0001076313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339364,"about_ca_system_score_gemma":0.0001642893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002470179,"about_ca_topic_score_gemma":0.00004841223,"domain_scores_codex":[0.9954163,0.0001946113,0.002087917,0.00008064328,0.001922782,0.0002977377],"domain_scores_gemma":[0.9931197,0.0001571136,0.001918437,0.000136845,0.004414358,0.0002535988],"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":[0.0002270191,0.00007049519,0.05914342,0.00009892605,0.000738824,0.000005662561,0.03119718,0.0001842976,0.000003073715,0.8999322,0.003761177,0.004637739],"study_design_scores_gemma":[0.001195033,0.0001278711,0.04198532,0.0002875599,0.00005034752,0.0004208034,0.0739363,0.0003693718,0.000003807674,0.000500629,0.8808273,0.0002956261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2410545,0.002934236,0.08423652,0.005741296,0.07123778,0.003892365,0.001052661,0.0007456073,0.589105],"genre_scores_gemma":[0.9978909,0.0009994155,0.0002333748,0.0002589133,0.0004548261,0.0000361788,0.00004571344,0.000005607337,0.0000750881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8994315,"threshold_uncertainty_score":0.9661795,"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."}}