{"id":"W4245496408","doi":"10.5623/cig2012-052","title":"Foreword","year":2012,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; University of New Brunswick","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001085931,0.0009134959,0.0007630581,0.001557104,0.002095383,0.004065318,0.001183276,0.003646032,0.2058129],"category_scores_gemma":[0.006452699,0.0002183297,0.0005537238,0.0008753401,0.0008154938,0.002805342,0.002408558,0.005014779,0.1916245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732964,"about_ca_system_score_gemma":0.002329283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003589205,"about_ca_topic_score_gemma":0.005620103,"domain_scores_codex":[0.9990917,0.0001037497,0.00005922256,0.0001465032,0.0004944843,0.0001042897],"domain_scores_gemma":[0.9966258,0.0004811491,0.0001595379,0.000251114,0.001974771,0.0005076096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009541082,0.000005273193,0.00002461777,0.00006195462,0.00000120145,0.00002047142,0.00001426347,0.000008272274,0.0001024823,0.00306152,0.9778655,0.018825],"study_design_scores_gemma":[0.000001608045,0.000004040643,0.00007320908,0.00006036027,0.000001392919,0.00002830313,0.00001726785,0.00000925045,0.00006285748,0.0009167143,0.998823,0.000001969906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004314753,0.01542178,0.001894764,0.1370109,0.5357005,0.0001379836,0.001312427,0.0005422446,0.307548],"genre_scores_gemma":[0.002923918,0.005766079,0.0007415462,0.045589,0.07761513,0.00009465223,0.0009108295,0.0004342859,0.8659247],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7941871,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02094350975357734,"score_gpt":0.2651182204672352,"score_spread":0.2441747107136578,"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."}}