{"id":"W4254845121","doi":"10.4018/978-1-4666-9845-1.ch019","title":"Developing a Compendium of Ideas on Using the Retrospective Approach to Mine for GIS Nuggets","year":2016,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Compendium; Geospatial analysis; Limiting; Geomatics; Geographic information system; Computer science; Modular design; Data science; Principal (computer security); Engineering; Geography; Archaeology; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01344635,0.001495758,0.0007966905,0.005829522,0.002061592,0.01000592,0.002980357,0.002373882,0.01351691],"category_scores_gemma":[0.0169927,0.001244063,0.001359487,0.003443375,0.006982025,0.0112734,0.004211814,0.006810221,0.005862723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190605,"about_ca_system_score_gemma":0.004874472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100012,"about_ca_topic_score_gemma":0.001860856,"domain_scores_codex":[0.9951215,0.002069014,0.0006026973,0.0005549997,0.001487279,0.0001644765],"domain_scores_gemma":[0.9808035,0.01312162,0.0004373464,0.002140812,0.002881421,0.0006153271],"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":[0.00001861083,0.00007007878,0.0002652791,0.001105226,0.00001559959,0.0003128289,0.007836152,0.001399496,0.001360991,0.6306757,0.1482769,0.208663],"study_design_scores_gemma":[0.000007719256,0.00002326814,0.0001504263,0.0007753284,0.000006920995,0.0003838579,0.0008155793,0.0006786769,0.0004717674,0.0918773,0.904781,0.00002810171],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003238498,0.0131366,0.7476333,0.02146796,0.008519971,0.00152012,0.0008503212,0.001492226,0.2021409],"genre_scores_gemma":[0.0256376,0.02068333,0.787716,0.006695074,0.002435603,0.002632682,0.002067079,0.001986782,0.1501459],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01351691,"threshold_uncertainty_score":0.07111192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05890042610141347,"score_gpt":0.314370093683462,"score_spread":0.2554696675820486,"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."}}