{"id":"W4406669189","doi":"10.1016/b978-0-12-364377-3.50004-2","title":"10.1016/b978-0-12-364377-3.50004-2","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Solid-state spectroscopy and crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials 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":[0.0002498289,0.0006849562,0.0007256291,0.0003712836,0.0002031782,0.0002020351,0.0008053657,0.0004562259,0.9990442],"category_scores_gemma":[0.00001363205,0.0006813608,0.0003510369,0.00008600433,0.0002340578,0.000161767,0.0001744093,0.0003718842,0.9945959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009822548,"about_ca_system_score_gemma":0.0001165217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002952481,"about_ca_topic_score_gemma":0.000001861268,"domain_scores_codex":[0.9971562,0.00003966599,0.0005490664,0.0009198876,0.0005971201,0.0007380663],"domain_scores_gemma":[0.998347,0.00007261932,0.000205193,0.0009299332,0.00007982978,0.0003654594],"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":[0.0009779336,0.0001728742,3.503214e-8,0.0001420382,0.0002236821,0.0002781922,0.0001224957,0.00009196616,0.02276856,0.001241326,0.7491939,0.224787],"study_design_scores_gemma":[0.0002456849,0.0003712776,7.135086e-7,0.000133267,0.0001015873,0.00002440004,8.615825e-7,0.000004068537,0.001382903,0.001899223,0.9951034,0.0007326092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002019685,0.0002996678,0.000002556641,0.00008614924,0.00002093306,0.0005171769,0.0003982832,0.0004673862,0.9981877],"genre_scores_gemma":[0.000009246526,0.00000322566,0.0002363367,0.000106271,0.0005200273,0.0000378401,0.0001292421,0.0001606289,0.9987972],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2459095,"threshold_uncertainty_score":0.9995638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007642297077011045,"score_gpt":0.187921144191113,"score_spread":0.1802788471141019,"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."}}