{"id":"W4250002868","doi":"10.1007/978-3-319-12127-7_122-1","title":"Failure Criteria","year":2018,"lang":"en","type":"book-chapter","venue":"Techniques in Dentistry and Oral & Maxillofacial Surgery","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rocscience (Canada)","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002571795,0.0004526343,0.0006077925,0.0002694053,0.00005381606,0.00008717683,0.0001662289,0.0008924084,0.001703022],"category_scores_gemma":[0.00002470544,0.000492948,0.0001607323,0.00005438233,0.0001229078,0.0001686929,0.00009937905,0.0005298042,0.00007824776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005667864,"about_ca_system_score_gemma":0.0000208688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001917944,"about_ca_topic_score_gemma":0.00005278426,"domain_scores_codex":[0.9986731,0.000009973769,0.0004593628,0.0003402391,0.0001892783,0.0003280473],"domain_scores_gemma":[0.9994504,0.00002716116,0.00007658736,0.0003135044,0.00004032961,0.00009197224],"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":[0.0001048143,0.00005429015,0.001047923,0.0019528,0.000285443,0.005270239,0.0002735387,0.000001853707,0.002914832,0.02335965,0.1733039,0.7914307],"study_design_scores_gemma":[0.00004498108,0.00001989782,0.00008128845,0.0003998484,0.00003097336,0.00009651732,0.000004197013,0.00003768157,0.006029092,0.0244686,0.9681266,0.0006602974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04228688,0.01570792,0.02191095,0.0002638976,0.02177011,0.003126064,0.001499694,0.01139899,0.8820355],"genre_scores_gemma":[0.3768178,0.03425466,0.04207272,0.001830059,0.0061976,0.0005002904,0.003073777,0.002507329,0.5327457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7948227,"threshold_uncertainty_score":0.9997522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104354271772289,"score_gpt":0.2576553185543629,"score_spread":0.2366117758366399,"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."}}