{"id":"W4411658459","doi":"10.51847/fwvhtbv","title":"10.51847/fWvhtBV","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Base (topology); Base metal; Systematic review; MEDLINE; Metallurgy; Materials science; Mathematics; Medicine; Chemistry; Internal medicine","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":[0.00005333478,0.0003842771,0.0009770228,0.0001941998,0.00002210066,0.00004755881,0.000290665,0.0002310458,0.9581088],"category_scores_gemma":[0.00001333331,0.0003809053,0.0001310377,0.0002204511,0.00001090596,0.00009559903,0.00003373952,0.0001351668,0.9572878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009905246,"about_ca_system_score_gemma":0.0000201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.070953e-7,"about_ca_topic_score_gemma":2.862924e-9,"domain_scores_codex":[0.9989692,0.0000290235,0.000428425,0.0002269122,0.0001006081,0.0002458459],"domain_scores_gemma":[0.9993913,0.00002925669,0.00005771733,0.0004066349,0.00001728881,0.00009776359],"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":[0.00000100452,0.000003782535,2.098362e-11,0.002308484,0.00001923551,0.000003157027,0.000001047362,0.00001695396,0.000007983159,4.321718e-7,0.005024984,0.992613],"study_design_scores_gemma":[0.00001876821,0.00001594664,5.810924e-9,0.002228057,0.00007059985,0.00001096542,1.395572e-8,0.000006365314,0.0000182573,0.000001004267,0.9972436,0.0003863579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[9.041861e-9,0.5684626,0.00004217496,0.000001051672,0.00000907912,0.0004379526,0.0001252356,0.001630451,0.4292915],"genre_scores_gemma":[8.42894e-10,0.4271362,0.0004669308,0.000003438522,0.0001340333,0.0001414286,0.0002323787,0.0001265529,0.571759],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9922266,"threshold_uncertainty_score":0.9998643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290810170768493,"score_gpt":0.2288627693814179,"score_spread":0.215954667673733,"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."}}