{"id":"W4411658579","doi":"10.51847/xtamcijovr","title":"10.51847/xTAMcijOvR","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Metallurgy; Materials science; Welding; Alloy; Butt welding; Microstructure; Arc (geometry); Alloy steel; Arc welding; Electrode; Mechanical engineering; Engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002215885,0.00009624934,0.00008573387,0.00002072849,0.00002858943,0.000009160404,0.00006570609,0.00002487804,0.9449931],"category_scores_gemma":[0.000002126726,0.00009941774,0.00002472587,0.0000655766,0.000009070918,0.00003073713,0.00001305454,0.00004854842,0.9658261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003428035,"about_ca_system_score_gemma":5.032747e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003314884,"about_ca_topic_score_gemma":3.470956e-8,"domain_scores_codex":[0.999617,0.000002261153,0.0000689892,0.00007873957,0.00006413829,0.0001688326],"domain_scores_gemma":[0.9998137,0.000008572764,0.000001855934,0.0001108973,0.000001454422,0.00006346234],"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":[0.000002891924,0.000006471784,2.603219e-7,0.000007098244,0.0000186881,0.000002705702,0.00001472272,0.06452776,0.0002105877,1.638581e-7,0.02274685,0.9124618],"study_design_scores_gemma":[0.00006092588,0.00002297372,0.0003333954,0.000007203549,0.000004894527,0.000002773386,5.047406e-7,0.001854162,0.00008868016,3.158865e-7,0.9974965,0.0001276734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004046632,0.0002295079,0.000005825103,0.00002566665,0.000003877474,0.00004504492,0.00000492542,0.0004193873,0.9952191],"genre_scores_gemma":[0.007047606,0.000004826632,0.0001526642,0.000009496639,0.0000593162,0.00001303344,0.000003301987,0.00002740358,0.9926823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9747496,"threshold_uncertainty_score":0.4054137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002574686926721749,"score_gpt":0.1263584377008989,"score_spread":0.1237837507741771,"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."}}