{"id":"W4248798752","doi":"10.1190/tle38100813.1","title":"Reviews","year":2019,"lang":"en","type":"article","venue":"The Leading Edge","topic":"earthquake and tectonic studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Veterinarians of British Columbia","funders":"","keywords":"Publishing; Scientific publishing; Library science; Sociology; Political science; Computer science; Law","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":["insufficient_payload"],"category_scores_codex":[0.0003178644,0.0000555607,0.0001094632,0.00001370834,0.00009249881,0.00001863653,0.0001495398,0.00001525519,0.002927894],"category_scores_gemma":[0.00002817157,0.00002865289,0.00004119476,0.00009388244,0.00003028898,0.00004661573,0.00000697163,0.00008448224,0.03939437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":9.334568e-7,"about_ca_system_score_gemma":0.000005855587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009670392,"about_ca_topic_score_gemma":0.0002730963,"domain_scores_codex":[0.999572,0.00004067063,0.0000797542,0.00009201091,0.00006568735,0.0001498431],"domain_scores_gemma":[0.9996452,0.0001240374,0.00002778468,0.000178259,0.000005440509,0.0000193001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007220316,0.00000349006,0.5826724,0.00002398935,0.00001862933,0.00000201806,0.0008511107,0.00004586698,0.0000472756,0.0005629994,0.04531335,0.3704517],"study_design_scores_gemma":[0.00006694565,0.0000329965,0.2865045,0.00002035111,0.000006289096,0.000005034779,0.00004207707,0.0001474552,0.00004468813,0.0004095302,0.7126508,0.0000694082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5567585,0.01101052,0.000008652235,0.0008216679,0.0007520313,0.0001984491,0.00000255682,0.00004485836,0.4304027],"genre_scores_gemma":[0.9819415,0.0005626795,0.00005143857,0.0006545322,0.000129555,4.874042e-7,0.00000288618,0.000001323594,0.01665561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6673374,"threshold_uncertainty_score":0.9979836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03646001362129933,"score_gpt":0.2454301433010226,"score_spread":0.2089701296797233,"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."}}