{"id":"W4234648149","doi":"10.5623/cig2011-032","title":"Industry News","year":2011,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006574879,0.001005368,0.0004902359,0.001715338,0.001960695,0.007123149,0.0008695227,0.005639574,0.400568],"category_scores_gemma":[0.002732349,0.0004228048,0.0006481512,0.001581309,0.000597991,0.002367524,0.001211945,0.00383555,0.3100972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001776604,"about_ca_system_score_gemma":0.003241352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217399,"about_ca_topic_score_gemma":0.03241432,"domain_scores_codex":[0.9990044,0.00004907103,0.00002625686,0.0001109739,0.00064234,0.0001669535],"domain_scores_gemma":[0.9986597,0.0001603026,0.00006860271,0.000117215,0.0007281391,0.0002660262],"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":[0.00001432163,0.0000134138,0.00005310404,0.00002381762,0.000001110752,0.00003358915,0.000005998524,0.00001432089,0.00007322914,0.001157137,0.9853187,0.01329129],"study_design_scores_gemma":[0.000003513347,0.000005323742,0.0002444825,0.0000197875,0.000001243683,0.00001468621,0.00002295804,0.00001889642,0.000052024,0.0002028616,0.9994122,0.000001981797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008567213,0.003398194,0.0003199841,0.05820424,0.02911274,0.00005644996,0.001987013,0.0007061062,0.9053585],"genre_scores_gemma":[0.001273462,0.001028506,0.00008163182,0.005290915,0.001502179,0.000008511788,0.0006570806,0.00008476499,0.9900728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.400568,"threshold_uncertainty_score":0.8550169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07166132126872901,"score_gpt":0.2530256445348769,"score_spread":0.1813643232661479,"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."}}