{"id":"W6949059807","doi":"10.5281/zenodo.12257675","title":"En 10357 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Synthesis and Biological Activity","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Welding; Liquation; Limiting; Work (physics); Weldability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000291049,0.0001758514,0.0001495999,0.0001028614,0.0002268298,0.0002398984,0.0006157575,0.0002852507,0.06765798],"category_scores_gemma":[0.000318179,0.000149521,0.00009137941,0.0001270137,0.0001089644,0.000002316955,0.001033617,0.0001995847,0.05104391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002711737,"about_ca_system_score_gemma":0.000002335448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001113434,"about_ca_topic_score_gemma":5.218942e-7,"domain_scores_codex":[0.9987443,0.0002270684,0.0001209406,0.0005189104,0.0001502479,0.0002385093],"domain_scores_gemma":[0.9993784,0.000005309817,0.00006518755,0.0003867954,0.00006846525,0.0000958628],"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":[0.00001693668,0.00005558741,4.857349e-7,0.00005616538,0.00007343944,0.000006509526,0.00001178615,2.251111e-7,0.02714822,0.0001804746,0.9396787,0.03277152],"study_design_scores_gemma":[0.00009368083,0.0001775582,0.00002917466,0.00004519145,0.00001751122,0.00003886685,0.00002169712,0.000003030679,0.002683109,0.00005812687,0.9966394,0.0001926182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000429883,0.0006975571,0.0003420949,0.0002367802,0.000142725,0.0002239849,0.0003997271,0.0003246795,0.9972026],"genre_scores_gemma":[0.02366928,0.0007988352,0.0001764546,0.0001802109,0.00134132,7.323736e-8,0.003471555,0.005942724,0.9644195],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05696078,"threshold_uncertainty_score":0.949695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037627084715187,"score_gpt":0.2414800485286208,"score_spread":0.221103777681469,"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."}}