{"id":"W4253648028","doi":"10.1190/tle31080972.1","title":"Reviews","year":2012,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; College of Veterinarians of British Columbia","funders":"","keywords":"Library science; Annals; Geology; Humanities; Philosophy; History; Archaeology; 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":[0.000618377,0.00004902373,0.0000842044,0.0000141144,0.0001706907,0.00001470302,0.0003748864,0.0000179476,0.000009380891],"category_scores_gemma":[0.00005980043,0.00002765246,0.0000323217,0.0001109584,0.00004494139,0.0001656989,0.0001128764,0.00008213853,0.003555371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005339372,"about_ca_system_score_gemma":0.000003293222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000210214,"about_ca_topic_score_gemma":6.608906e-7,"domain_scores_codex":[0.9995395,0.00007611886,0.00006799355,0.00006869894,0.00003905719,0.0002086381],"domain_scores_gemma":[0.9995622,0.00008595173,0.00002565636,0.0002944452,0.000006686793,0.00002508493],"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":[0.000001810563,0.00003387056,0.01159589,0.00001344186,0.00002653936,0.000001719996,0.01321731,0.00000233332,0.0001744521,0.2807845,0.3775443,0.3166039],"study_design_scores_gemma":[0.0000334092,0.000008245071,0.01349495,0.000007807922,0.000003994795,0.00001768217,0.00001207035,0.00005894391,0.000233967,0.001673449,0.9843968,0.00005872738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09340979,0.1068818,0.4194197,0.0493943,0.01308771,0.0006887628,6.531466e-7,0.000827963,0.3162893],"genre_scores_gemma":[0.9851763,0.0002640746,0.003017225,0.003864114,0.000474871,0.00001127542,1.431258e-7,0.000003205694,0.007188756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8917665,"threshold_uncertainty_score":0.9972205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06412824859767756,"score_gpt":0.2945206393322147,"score_spread":0.2303923907345371,"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."}}