{"id":"W4231982819","doi":"10.5623/cig2015-312","title":"INDUSTRY NEWS","year":2015,"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":[],"category_scores_codex":[0.0002283183,0.00008280627,0.0001085855,0.00005084276,0.00002410253,0.00003382512,0.0001573866,0.0002227997,0.0006079248],"category_scores_gemma":[0.0003539829,0.00007348563,0.0000229096,0.0002134961,0.00004196627,0.0001098439,0.00006424233,0.0003249611,0.07533921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005736919,"about_ca_system_score_gemma":0.0000914081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006654685,"about_ca_topic_score_gemma":0.00001697288,"domain_scores_codex":[0.9992002,0.00004416367,0.0001442348,0.0001141141,0.0002601791,0.0002371447],"domain_scores_gemma":[0.9992705,0.0000229884,0.00004556111,0.0003569451,0.00005057949,0.0002534406],"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":[0.00001666344,0.0001065345,0.01523471,0.00001241215,0.0000280817,0.00003011838,0.0009155957,0.00006651182,0.0006766239,0.005081627,0.9749196,0.002911576],"study_design_scores_gemma":[0.002511442,0.0001664141,0.02349162,0.00007806684,0.00007981437,0.000133178,0.003607891,0.002559409,0.002459228,0.04393981,0.9202446,0.0007284958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6799232,0.00003061894,0.00005424379,0.0008198115,0.00009862365,0.0001077321,0.00001001834,0.0002890322,0.3186667],"genre_scores_gemma":[0.9928678,1.512039e-7,0.003337894,0.0004141287,0.0001277101,0.00001453754,0.000008516022,0.00004539892,0.003183871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3154829,"threshold_uncertainty_score":0.9253808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07434994752779135,"score_gpt":0.2988382345694446,"score_spread":0.2244882870416533,"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."}}