{"id":"W1998338236","doi":"10.1190/1.1438538","title":"The evolving workplace for geophysicists","year":2000,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Outsourcing; Engineering ethics; Current (fluid); Computer science; Data science; Political science; Engineering; Geology; Law; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[],"category_scores_codex":[0.0004073513,0.0000681481,0.00008445319,0.000009108159,0.0007199837,0.00009729527,0.0002970205,0.00002587708,0.0006369771],"category_scores_gemma":[0.00005963672,0.00003045101,0.00008227183,0.000129091,0.00006187806,0.00004298945,0.000003932115,0.00009537677,0.001645132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001700041,"about_ca_system_score_gemma":0.000006808486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001918001,"about_ca_topic_score_gemma":0.0003806064,"domain_scores_codex":[0.9993883,0.00004562124,0.00009374744,0.0001261539,0.00009099398,0.0002551419],"domain_scores_gemma":[0.9991452,0.0006000812,0.00002428955,0.000179121,0.00001771329,0.00003356586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000484232,0.000007663949,0.01174725,0.000005420838,0.00003740208,0.000001089174,0.0003707694,0.06997211,0.00001055146,0.000208769,0.01982198,0.8977686],"study_design_scores_gemma":[0.0001921758,0.0000855835,0.04692808,0.00002632964,0.00006575158,0.000004623596,0.000142196,0.6870041,0.00002685681,0.01560542,0.2496944,0.0002243917],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065185,0.003805141,0.002096824,0.01069538,0.0005203627,0.0002846916,0.00001850046,0.000153986,0.07590666],"genre_scores_gemma":[0.9686238,0.00007109647,0.0001729618,0.0003416256,0.0002989979,0.000001859564,0.000009175909,0.000001773885,0.0304787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8975442,"threshold_uncertainty_score":0.9991322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014632670729566,"score_gpt":0.230334695357791,"score_spread":0.2101883686504953,"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."}}