{"id":"W2953890179","doi":"10.5623/cig2014-201","title":"Advanced Geomatics For Global Studies/Géomatique De Pointe Pour Les Études Globales","year":2014,"lang":"fr","type":"article","venue":"GEOMATICA","topic":"Historical Geography and Cartography","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Humanities; Geomatics; Art; Geography; Cartography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001562357,0.0004300287,0.0007269641,0.00007839586,0.001060854,0.00009494089,0.0006139455,0.0003756684,0.0001399999],"category_scores_gemma":[0.001762841,0.0004298926,0.0006965607,0.001122629,0.001233207,0.0002585312,0.00009985777,0.0001783665,0.0001091672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909043,"about_ca_system_score_gemma":0.0002476719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003591647,"about_ca_topic_score_gemma":0.001723124,"domain_scores_codex":[0.9964204,0.0006366271,0.0007160971,0.0004775846,0.0005507505,0.001198562],"domain_scores_gemma":[0.9972353,0.001166947,0.0003312993,0.0004209473,0.000414586,0.0004308932],"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":[0.00002790527,0.0002826294,0.002234085,0.0007748429,0.0003398947,0.000004177982,0.00411123,0.00008782636,0.00002107884,0.8589109,0.01392352,0.1192819],"study_design_scores_gemma":[0.000802774,0.0003671636,0.001854363,0.0005723751,0.0003868881,0.0000126851,0.01225072,0.001217458,0.00003092935,0.4298149,0.5520912,0.000598508],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3463343,0.07511318,0.2336444,0.05895367,0.007433945,0.003558013,0.0005988461,0.001127799,0.2732358],"genre_scores_gemma":[0.8330596,0.003331488,0.1536931,0.002072956,0.00176859,0.0003858055,0.00002211907,0.00006353729,0.005602779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5381677,"threshold_uncertainty_score":0.9998153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04090125299275518,"score_gpt":0.3422715884885346,"score_spread":0.3013703354957795,"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."}}