{"id":"W2213178927","doi":"10.5623/cig2015-202","title":"Education and training on Web mapping and the Geospatial Web","year":2015,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Geospatial analysis; Globe; Curriculum; World Wide Web; Computer science; Sociology; Pedagogy; Geography; Psychology; Remote sensing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001458095,0.00005730742,0.0001124826,0.00006479464,0.0005166903,0.0001050441,0.00006541517,0.00004680224,0.00001055453],"category_scores_gemma":[0.0004774736,0.00003917739,0.00001572277,0.0001417261,0.0003203707,0.0001316738,0.00003179136,0.00006689806,0.0000274311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001656386,"about_ca_system_score_gemma":0.0001807953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005942417,"about_ca_topic_score_gemma":0.0006919041,"domain_scores_codex":[0.9992606,0.0001101977,0.000163799,0.00007060575,0.0002503778,0.0001444424],"domain_scores_gemma":[0.9994963,0.000183749,0.00008452273,0.00007866433,0.00008800461,0.00006877683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001241884,0.00001491774,0.003470523,0.00003001369,0.00003152244,1.968865e-7,0.7089547,0.000002448613,0.000002257841,0.2500834,0.005936617,0.03146105],"study_design_scores_gemma":[0.00140341,0.00003223974,0.016976,0.0001290527,0.00002230117,0.000007072721,0.7222983,0.001701115,6.234729e-7,0.01885337,0.2383961,0.0001804463],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7006463,0.00024916,0.00005043386,0.01344464,0.0004612112,0.0004026123,0.000002531227,0.00005447049,0.2846887],"genre_scores_gemma":[0.9984203,0.0000541297,0.0002744644,0.0004357967,0.0001689258,0.00004153631,9.546623e-7,0.000002542819,0.0006013337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.297774,"threshold_uncertainty_score":0.3974017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496473497852979,"score_gpt":0.2879224099476608,"score_spread":0.242957674969131,"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."}}