{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008990772,0.001131957,0.001227348,0.003068674,0.0006070877,0.003478986,0.001958405,0.001934212,0.2226369],"category_scores_gemma":[0.003942181,0.0003791374,0.0007418002,0.002554877,0.0006666585,0.002633204,0.001990846,0.002329838,0.1881478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001522271,"about_ca_system_score_gemma":0.002982429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002028696,"about_ca_topic_score_gemma":0.002778172,"domain_scores_codex":[0.9989616,0.0001211289,0.00008216887,0.0002101847,0.0005179378,0.0001070063],"domain_scores_gemma":[0.9981201,0.0004068424,0.0001435281,0.0001634021,0.0008963516,0.0002698061],"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":[0.00002712566,0.00001737218,0.00004058126,0.001588471,0.00001165839,0.00005340525,0.00003446213,0.00005575641,0.000343474,0.003377672,0.8305512,0.1638988],"study_design_scores_gemma":[0.000002356486,0.000004408141,0.00004106429,0.0003277284,0.000003466179,0.00006218217,0.00001046776,0.000003454217,0.00003184795,0.0004196404,0.9990913,0.000002164513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0003676325,0.7088794,0.00152815,0.02054988,0.0623041,0.0001192528,0.002862434,0.0007847028,0.2026046],"genre_scores_gemma":[0.003287058,0.6455411,0.001487407,0.02100647,0.03181432,0.0001494136,0.0047333,0.0004102841,0.2915706],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7773631,"threshold_uncertainty_score":0,"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."}}