{"id":"W4244079872","doi":"10.1190/tle37040308.1","title":"Reviews","year":2018,"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":"Calgary Construction Association","funders":"","keywords":"Library science; Geology; Engineering; 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":[0.0004234297,0.00004835814,0.0000827103,0.00001576149,0.000260827,0.00002318381,0.0005048415,0.0000178313,0.00001507037],"category_scores_gemma":[0.00006879957,0.00002745137,0.00002808164,0.0001424064,0.0001427962,0.00007849168,0.0001289803,0.00006694943,0.005856173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004463486,"about_ca_system_score_gemma":0.000006025371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003271238,"about_ca_topic_score_gemma":0.00000507806,"domain_scores_codex":[0.99957,0.00006420252,0.00007090085,0.0001128651,0.00003889109,0.0001431438],"domain_scores_gemma":[0.9995211,0.00006477963,0.00002621701,0.0003546955,0.00001851379,0.00001473193],"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":[0.000002836453,0.0000121964,0.0009045172,0.000006722882,0.00002009154,0.000003912713,0.007599437,5.833949e-7,0.0002322913,0.1380188,0.5218588,0.3313397],"study_design_scores_gemma":[0.00004116992,0.00003848867,0.00331334,0.00001152363,0.000002980874,0.000014153,0.000008080003,0.0002653051,0.0005666026,0.00706939,0.9886124,0.00005654576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05633499,0.01194464,0.4894154,0.05518407,0.007990906,0.000484237,4.91431e-7,0.0006837334,0.3779615],"genre_scores_gemma":[0.9669762,0.0002176818,0.005844096,0.009021436,0.0009852629,0.0000118242,1.548939e-7,0.000004879524,0.01693843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9106413,"threshold_uncertainty_score":0.9949179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05303899183732648,"score_gpt":0.2974066597589204,"score_spread":0.2443676679215939,"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."}}