{"id":"W4248813224","doi":"10.1190/tle40040304.1","title":"Reviews","year":2021,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Philosophy; Physics","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":[0.0001430345,0.0000728674,0.000121336,0.00001043107,0.00003170642,0.00001673216,0.0001226613,0.00003769228,0.0001013587],"category_scores_gemma":[0.00006806303,0.0000496571,0.00005935954,0.0001802022,0.00000865738,0.00002735597,0.00003419843,0.000189694,0.001246093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001482409,"about_ca_system_score_gemma":0.000002717506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.26803e-7,"about_ca_topic_score_gemma":0.000001685681,"domain_scores_codex":[0.9995877,0.00001183418,0.0001141676,0.00007376016,0.00004864411,0.0001639414],"domain_scores_gemma":[0.9996751,0.00004285687,0.000005809366,0.0002294903,0.000009132976,0.00003759547],"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":[0.00000196711,0.00002986859,0.000009465638,0.0003794133,0.00006248487,0.00005517919,0.0003094784,0.1598553,0.184843,0.01590004,0.1917673,0.4467866],"study_design_scores_gemma":[0.00003880986,0.000002971567,0.000008666707,0.00003879395,0.000006992817,0.00001407326,0.00000391653,0.007511379,0.009907141,0.0007577883,0.9816224,0.00008705144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01240055,0.04158299,0.7923422,0.005555091,0.004071083,0.0004613677,0.000005829188,0.003232527,0.1403483],"genre_scores_gemma":[0.9755172,0.002923521,0.003675378,0.001562777,0.0008619177,0.00006416821,0.000008683155,0.00008521827,0.01530111],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9631167,"threshold_uncertainty_score":0.9995316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945546485934005,"score_gpt":0.2187878426245665,"score_spread":0.1993323777652265,"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."}}