{"id":"W2493496045","doi":"","title":"Identification of Crack Damage Thresholds In Crystalline Rock","year":2012,"lang":"en","type":"article","venue":"ISRM International Symposium - EUROCK 2012","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Queen's University","funders":"","keywords":"Identification (biology); Geology; Forensic engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002236951,0.0001433344,0.0001426492,0.0001450356,0.0000264649,0.00002505448,0.0002941494,0.00007934083,0.0001274498],"category_scores_gemma":[0.00001855281,0.0001566735,0.00006268008,0.0001197455,0.000004479192,0.0006416852,0.00007978149,0.0001450761,0.00009039489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007922432,"about_ca_system_score_gemma":0.000006706937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001012076,"about_ca_topic_score_gemma":0.0000155673,"domain_scores_codex":[0.9988048,0.00001553772,0.0005008486,0.0001401332,0.0002838209,0.0002548387],"domain_scores_gemma":[0.9995089,0.00002728262,0.00008988282,0.0002032208,0.00009500944,0.00007572405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001599387,0.0001501573,0.002402336,0.00005075793,0.00004468482,0.000001641449,0.0004552815,0.3076457,0.6832722,0.004455584,0.001167534,0.0003381151],"study_design_scores_gemma":[0.0006251865,0.00002415091,0.005491366,0.00007412337,0.0000247255,0.00001601447,0.00005831733,0.8705179,0.1038031,0.000695364,0.01828338,0.0003863568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040121,0.000633796,0.08442795,0.0001872534,0.001877395,0.0001869102,0.00004649009,0.0001216746,0.008506446],"genre_scores_gemma":[0.9982923,0.000192766,0.0001634905,0.00003697725,0.0003370853,0.00001593809,0.00004569122,0.00004105634,0.0008746993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5794691,"threshold_uncertainty_score":0.638896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186995304456444,"score_gpt":0.239645266607588,"score_spread":0.2277753135630236,"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."}}