{"id":"W4230562554","doi":"10.1190/tle26070921.1","title":"Reviews","year":2007,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Veterinarians of British Columbia","funders":"","keywords":"Library science; Political science; Philosophy; Computer science","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":[0.001207436,0.00004685125,0.00009157917,0.00002111843,0.0001238808,0.00001663041,0.0001622274,0.0000226182,0.0008072858],"category_scores_gemma":[0.00007798552,0.00002245288,0.00005515781,0.0001508835,0.00003016016,0.00002502144,0.000003993996,0.00009101855,0.006445572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.62727e-7,"about_ca_system_score_gemma":0.000002303151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000176235,"about_ca_topic_score_gemma":0.0007316142,"domain_scores_codex":[0.999525,0.00003608153,0.0001108579,0.00008788402,0.00006622197,0.000173992],"domain_scores_gemma":[0.9996934,0.0001024203,0.00002842086,0.0001263974,0.000007452646,0.0000419151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008480902,0.000006328444,0.1487098,0.00000699019,0.0000107144,0.000007031614,0.0003016741,0.002585802,0.00004022854,0.0002117955,0.01627734,0.8318338],"study_design_scores_gemma":[0.00007019717,0.00004268951,0.1301819,0.00002146275,0.00003445927,0.00001027215,0.00006815774,0.01354311,0.00006904187,0.002581782,0.8532205,0.0001565098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6356648,0.01384701,0.02428744,0.004833816,0.0008918183,0.0001959072,0.000004538478,0.0001671983,0.3201074],"genre_scores_gemma":[0.9933565,0.0001575151,0.0004037613,0.0007991724,0.0002251717,1.001119e-7,0.000006001703,6.641392e-7,0.005051085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8369431,"threshold_uncertainty_score":0.994328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0608716205346861,"score_gpt":0.269854055762605,"score_spread":0.2089824352279189,"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."}}