{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002329195,0.00006516702,0.00007889489,0.00003698737,0.00004103237,0.000008094861,0.00009263101,0.00002752241,0.001856831],"category_scores_gemma":[0.0001025807,0.0000554061,0.00003168343,0.000121494,0.00002890063,0.0001804367,0.00003839636,0.00004374708,0.1057058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002402337,"about_ca_system_score_gemma":0.000006762769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000478991,"about_ca_topic_score_gemma":0.000001769868,"domain_scores_codex":[0.9992938,0.00002223162,0.0001035175,0.00005540924,0.0001485324,0.0003765129],"domain_scores_gemma":[0.9995352,0.00004119476,0.00003037791,0.0002532632,0.00001432555,0.0001256502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003461221,0.0006566111,0.1308653,0.0001202186,0.0001258337,0.000005743524,0.004858699,0.000007459901,0.01123533,0.2116833,0.6164405,0.02396633],"study_design_scores_gemma":[0.0008505689,0.00005500593,0.4961616,0.00005413471,0.000103783,0.00008347836,0.0003879274,0.002252402,0.007251221,0.01631832,0.4758416,0.000639979],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8838593,0.0001379881,0.00076638,0.0001529488,0.0001944607,0.0001387118,0.00002375546,0.0003256053,0.1144009],"genre_scores_gemma":[0.9925607,2.515743e-7,0.005864166,0.0001144071,0.0001744607,0.00001617347,0.000005530018,0.00003265125,0.001231686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3652963,"threshold_uncertainty_score":0.9990556,"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."}}