{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005510846,0.0001802375,0.0001698557,0.0002595148,0.000004398522,0.000021152,0.0001085778,0.0001766933,0.03264965],"category_scores_gemma":[0.000003420216,0.0001587502,0.000103904,0.0001557021,0.00003814015,0.00001000264,0.000008660909,0.0001818267,0.5725215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004991188,"about_ca_system_score_gemma":0.00003019481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000170972,"about_ca_topic_score_gemma":0.0004011338,"domain_scores_codex":[0.9993168,0.000009914665,0.00007426685,0.0002371768,0.0001738582,0.0001880488],"domain_scores_gemma":[0.9997531,0.000003504495,0.00002417052,0.0001655074,0.000003181563,0.00005056311],"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":[0.000001755094,0.000007718004,0.000001239864,0.0001573243,0.00009807033,0.000023943,0.00008618676,2.748176e-8,0.00006368507,0.0004892739,0.9966725,0.002398346],"study_design_scores_gemma":[0.00007874865,0.000007438782,0.000001182852,0.0002242715,0.00009346214,0.000003298084,0.00001304248,0.000001966571,0.0000233584,0.0001990115,0.9991658,0.0001884595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.965369e-7,0.004985332,0.0000205087,0.00008040803,0.0006414875,0.0001634832,0.0004808493,0.001279217,0.992348],"genre_scores_gemma":[0.0001999323,0.00006017099,0.0000868261,0.00004539171,0.0004836328,0.00001837932,0.00004221762,0.003776217,0.9952872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5398718,"threshold_uncertainty_score":0.9682347,"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."}}