{"id":"W4406670637","doi":"10.1016/b978-0-08-051994-4.50015-2","title":"10.1016/b978-0-08-051994-4.50015-2","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials science; Soldering; Metallurgy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005058051,0.0004095356,0.000348278,0.0002019966,0.00005260283,0.00006953376,0.0002511709,0.000330644,0.99542],"category_scores_gemma":[0.000004423006,0.0004455445,0.0001026111,0.00003178647,0.00001784177,0.00007874663,0.00004297633,0.0002957738,0.9866278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000757588,"about_ca_system_score_gemma":0.00001781954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003633849,"about_ca_topic_score_gemma":2.016334e-7,"domain_scores_codex":[0.9989192,0.000003514232,0.0002803174,0.0002996858,0.0002174302,0.0002798044],"domain_scores_gemma":[0.9993896,0.00001928158,0.00004312492,0.0003652379,0.00003448552,0.0001482983],"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":[0.00002222896,0.000006052163,9.44258e-10,0.0001355529,0.00007776795,0.00001129488,0.00001450569,0.1013429,0.000001122204,0.00003999026,0.1369909,0.7613577],"study_design_scores_gemma":[0.0001160583,0.00003724299,2.349878e-7,0.0001324149,0.00004636869,0.000005319058,6.117381e-8,0.002826532,0.00005211331,0.0001273199,0.9961443,0.0005120551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.185241e-7,0.0004012221,0.0000547713,0.00001997152,0.000008320634,0.0002288778,0.00005878077,0.0006689709,0.9985589],"genre_scores_gemma":[0.000003017275,0.000005496913,0.000267592,0.00001402072,0.0003030329,0.00001701792,0.0001826962,0.0001910839,0.999016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8591534,"threshold_uncertainty_score":0.9997996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005905621033653117,"score_gpt":0.151812224176468,"score_spread":0.1459066031428149,"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."}}