{"id":"W6929521422","doi":"10.48660/24050087","title":"Transformers","year":2024,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Transformer; Process (computing); Work (physics); Welding","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":["insufficient_payload"],"category_scores_codex":[0.001001242,0.00236734,0.0009705631,0.002586161,0.001166179,0.005074533,0.002588505,0.001598344,0.7576708],"category_scores_gemma":[0.005195713,0.001306856,0.001224989,0.001872826,0.0008304652,0.00804208,0.004012614,0.001969222,0.7135611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423316,"about_ca_system_score_gemma":0.001391607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004741726,"about_ca_topic_score_gemma":0.005573011,"domain_scores_codex":[0.9988276,0.0001747952,0.00005900533,0.0002403083,0.0005210454,0.0001771895],"domain_scores_gemma":[0.9982466,0.0003319934,0.00004521257,0.0006613228,0.0005589579,0.0001560169],"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":[0.0001246543,0.00004393548,0.0001416734,0.000190949,0.000008068808,0.0000476811,0.00009287039,0.0002062991,0.0006636132,0.03365735,0.8907732,0.07404974],"study_design_scores_gemma":[0.00002367289,0.000009440972,0.00007761974,0.00004814007,0.000006035109,0.00006521413,0.00003382316,0.0004509423,0.001491946,0.01099244,0.9867827,0.0000178633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006774585,0.0002146409,0.02567061,0.0006503416,0.000686509,0.0001899086,0.02466018,0.07851436,0.8687359],"genre_scores_gemma":[0.009436425,0.0004253137,0.007723792,0.0006224457,0.0002078184,0.0001464667,0.02609024,0.03941664,0.9159309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2423292,"threshold_uncertainty_score":0.3456532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622187736935618,"score_gpt":0.2700047094469202,"score_spread":0.253782832077564,"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."}}