{"id":"W3097062834","doi":"10.1017/exp.2020.42.pr1","title":"Review 1: Practicality of Tricone Bit Wear Condition Assessment","year":2020,"lang":"en","type":"peer-review","venue":"","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"ArcelorMittal; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Bit (key); Drilling; Computer science; Reliability engineering; Catastrophic failure; Engineering; Mechanical engineering; Computer security","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.002908022,0.0003168989,0.001514132,0.00004890659,0.00007098598,0.00006914908,0.0003925796,0.0001708635,0.1323512],"category_scores_gemma":[0.001563742,0.0002468451,0.0002444893,0.0002847087,0.000099607,0.0001807075,0.0001989441,0.0002323889,0.001960037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004433,"about_ca_system_score_gemma":0.0006873879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001651362,"about_ca_topic_score_gemma":0.00001170717,"domain_scores_codex":[0.9961001,0.0007715809,0.001405336,0.0005731796,0.0008961984,0.0002536427],"domain_scores_gemma":[0.9971961,0.0002654301,0.001166592,0.0006877356,0.0005358553,0.0001482649],"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":[0.000003175988,0.00009605276,2.512518e-7,0.0412078,0.00002076282,0.000002093461,0.000004738227,3.299627e-7,0.01535668,0.0008088381,0.9418807,0.0006185955],"study_design_scores_gemma":[0.0001670509,0.00009802886,0.00003296781,0.0178878,0.000823075,0.000007800701,0.000005148229,0.000009880902,0.002535735,0.0002633054,0.9778996,0.0002695836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0001641154,0.2909667,0.002350753,0.6068132,0.009112562,0.006871355,0.008824674,0.0004138886,0.07448276],"genre_scores_gemma":[0.001660798,0.8263931,0.0134186,0.08046826,0.001448163,0.001149927,0.009866353,0.0001354861,0.0654593],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5354264,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153647014562646,"score_gpt":0.4422874167176724,"score_spread":0.3269227152614078,"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."}}