{"id":"W2051821385","doi":"10.4018/jagr.2012070107","title":"Applied Geography Education in Focus","year":2012,"lang":"en","type":"article","venue":"International Journal of Applied Geospatial Research","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Internationalism (politics); Session (web analytics); Geography; Panel discussion; Human geography; Sociology; Regional science; Social science; Economic geography; Political science; Computer science; Advertising; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004552062,0.00009360028,0.0001558917,0.001554309,0.0001876595,0.000133388,0.0007928998,0.0001203565,0.000958232],"category_scores_gemma":[0.00026643,0.00009286064,0.0001016205,0.0005850131,0.0002639002,0.0002681826,0.00006892288,0.0005852027,0.0001092995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361086,"about_ca_system_score_gemma":0.001751603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004404809,"about_ca_topic_score_gemma":0.001589028,"domain_scores_codex":[0.9967276,0.0001904727,0.0004629189,0.0001321958,0.001961016,0.0005257871],"domain_scores_gemma":[0.9978437,0.000357562,0.0002210192,0.0001010084,0.001160406,0.0003163482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004432758,0.001296787,0.1273979,0.000005615432,0.00008168948,0.000002813548,0.02109904,0.00002455687,0.000777481,0.3189415,0.003378176,0.5265512],"study_design_scores_gemma":[0.0011941,0.00007361047,0.3889182,0.0000503181,0.00001271575,0.000008284673,0.0347246,0.000004032926,0.001125988,0.05242987,0.5211846,0.0002736426],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6211079,0.0005025662,0.0002244977,0.004680585,0.002677529,0.0003787272,0.000003726204,0.00001488684,0.3704096],"genre_scores_gemma":[0.9955129,0.0003307299,0.0007736343,0.0001763146,0.002952917,0.00003238061,0.000005201692,0.00001066794,0.0002052476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5262775,"threshold_uncertainty_score":0.999955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05645601416083465,"score_gpt":0.4628242214587316,"score_spread":0.406368207297897,"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."}}