{"id":"W4238487626","doi":"10.5623/cig2013-057","title":"Industry News","year":2013,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","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":[0.00007228948,0.00008964519,0.0001059916,0.00005067901,0.00004391313,0.00006545358,0.0001632469,0.0002315122,0.01578107],"category_scores_gemma":[0.0001250325,0.00007665475,0.00002963425,0.0001808689,0.00004401958,0.0001901714,0.00005756398,0.0003503098,0.3104181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002766551,"about_ca_system_score_gemma":0.00002402918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672993,"about_ca_topic_score_gemma":0.00001017077,"domain_scores_codex":[0.9992359,0.0000323097,0.0001591349,0.0001207556,0.0001741172,0.0002778103],"domain_scores_gemma":[0.9993733,0.00003711761,0.00004645679,0.0003736548,0.0000381025,0.0001313599],"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":[0.000002205826,0.0001043221,0.01650242,0.00002491857,0.00003578337,0.000006433436,0.0003331277,0.00001486958,0.00986786,0.003842927,0.9585027,0.01076241],"study_design_scores_gemma":[0.001815622,0.0001379701,0.5907017,0.0001540487,0.00009060498,0.0001034355,0.002358176,0.006001176,0.006908257,0.07398932,0.3164739,0.001265848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8083466,0.00001248201,0.00002645155,0.001154393,0.0000454526,0.0002115117,0.000004550575,0.0002416841,0.1899569],"genre_scores_gemma":[0.9922243,2.907121e-7,0.002838735,0.0005787904,0.00007720445,0.0000678783,0.000005494578,0.00004300635,0.004164316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6420289,"threshold_uncertainty_score":0.9851186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489065541044624,"score_gpt":0.2390823801235375,"score_spread":0.2241917247130912,"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."}}