{"id":"W4250553893","doi":"10.1190/tle36070613.1","title":"Reviews","year":2017,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Interpretation (philosophy); Philosophy; Geodynamics; Library science; History; Classics; Humanities; Geology; Linguistics; Seismology; 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":[0.0002794656,0.00003439778,0.00006489243,0.000002996463,0.0008046422,0.00007272969,0.0002259757,0.00001267688,0.0004785198],"category_scores_gemma":[0.0001293574,0.00001572454,0.00002305092,0.00001261911,0.00006436163,0.00007828395,0.00001232345,0.0000476065,0.006095678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":5.927796e-7,"about_ca_system_score_gemma":0.000001275433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002700474,"about_ca_topic_score_gemma":0.0008533468,"domain_scores_codex":[0.9997278,0.00002227626,0.00005310692,0.00006008485,0.00003842434,0.00009831964],"domain_scores_gemma":[0.9997129,0.00002971551,0.00004719535,0.0001873776,0.000005007308,0.0000178427],"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":[0.000007135713,0.000003035024,0.2982196,0.000006569099,0.000005690972,0.000002226152,0.0004172753,0.00005987214,0.00001396315,0.0006051955,0.07603484,0.6246246],"study_design_scores_gemma":[0.00002590416,0.00001728721,0.4401617,0.000005311067,0.000002971983,8.783195e-7,0.00001821115,0.0002657934,0.000007698487,0.00179942,0.5576618,0.00003300832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3289029,0.006606978,0.0002547771,0.02534682,0.001844897,0.0003188972,0.000004503399,0.00006185033,0.6366584],"genre_scores_gemma":[0.99537,0.0007050072,0.00006646243,0.0003874033,0.0002206808,6.429741e-7,0.000002903873,4.192013e-7,0.003246518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6664671,"threshold_uncertainty_score":0.9946782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118752050546759,"score_gpt":0.2809928297352843,"score_spread":0.1622407791885253,"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."}}