{"id":"W4406637815","doi":"10.1016/b978-0-7506-4581-2.50107-9","title":"10.1016/b978-0-7506-4581-2.50107-9","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Metallurgical and Alloy Processes","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0002539272,0.0005262321,0.0006827159,0.0001425578,0.0001315916,0.0001778192,0.0007783358,0.0003414552,0.9997545],"category_scores_gemma":[0.0000457453,0.000437771,0.0001992197,0.00005756485,0.000137975,0.0001465938,0.0002270759,0.0002765675,0.9992537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003930707,"about_ca_system_score_gemma":0.00009413593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000132882,"about_ca_topic_score_gemma":3.295058e-7,"domain_scores_codex":[0.9976448,0.000025961,0.0005044595,0.0007626365,0.0005806011,0.0004814835],"domain_scores_gemma":[0.9986935,0.00009672205,0.0001706187,0.0005763962,0.0001124296,0.0003503428],"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":[0.0002901571,0.00009373359,1.783655e-9,0.0001886747,0.0000652237,0.000146797,0.00001596749,0.00005142615,0.003338331,0.001038991,0.1293667,0.8654041],"study_design_scores_gemma":[0.0001505507,0.0001531507,1.431757e-7,0.000163934,0.00006541868,0.00002224516,1.289228e-7,0.000006374278,0.0009465712,0.001856314,0.9960324,0.000602813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008586506,0.0004291007,0.000001296394,0.0001560287,0.00001212148,0.0002955664,0.0001264386,0.0002782263,0.9986926],"genre_scores_gemma":[0.000003648148,0.000001163206,0.0001873978,0.0001043342,0.0005961561,0.00002626041,0.0000623024,0.00009635289,0.9989224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8666657,"threshold_uncertainty_score":0.9998074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308977265777968,"score_gpt":0.1835906471369542,"score_spread":0.1705008744791745,"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."}}