{"id":"W4242091487","doi":"10.5623/cig2016-214","title":"Industry News","year":2016,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001188575,0.00008252513,0.00009769219,0.00004881408,0.00003434063,0.00001656888,0.0001552171,0.000211435,0.004739963],"category_scores_gemma":[0.0002466938,0.00004845318,0.00003063719,0.0001306887,0.00005982323,0.0001187937,0.00005440637,0.000145116,0.1098597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004324915,"about_ca_system_score_gemma":0.00003216606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001474234,"about_ca_topic_score_gemma":0.00001013863,"domain_scores_codex":[0.9992539,0.00003517287,0.0001450221,0.0001304276,0.0001736655,0.0002618425],"domain_scores_gemma":[0.9993539,0.00007788831,0.00004708952,0.0003884439,0.00002308803,0.0001095507],"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":[0.00003247374,0.0001816222,0.05178845,0.00003067181,0.0000829444,0.00004365233,0.0003132469,0.000001705963,0.1237563,0.0251581,0.7062837,0.0923271],"study_design_scores_gemma":[0.002696134,0.0001161652,0.1352009,0.0003747023,0.00006936707,0.00008706428,0.0002963011,0.00007564446,0.02612925,0.04482554,0.7893066,0.0008223094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8480474,0.00001354303,0.0002689389,0.003335882,0.00007654187,0.0001172217,0.00002887678,0.0003390067,0.1477725],"genre_scores_gemma":[0.9915576,7.769213e-7,0.001154447,0.0002623973,0.00009305748,0.00001540573,0.000001131194,0.00004042204,0.006874754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1435101,"threshold_uncertainty_score":0.9961699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942912205909905,"score_gpt":0.2559846650080145,"score_spread":0.2365555429489155,"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."}}