{"id":"W7050066030","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Period (music); Representation (politics); Focus (optics); Test (biology); Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003696768,0.0002889787,0.0002983678,0.001036059,0.001940184,0.005052629,0.0005968701,0.001146961,0.08988281],"category_scores_gemma":[0.001007475,0.0001705907,0.0001841656,0.001890139,0.00192108,0.003589207,0.001387305,0.001479551,0.04813277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640835,"about_ca_system_score_gemma":0.001079132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003713348,"about_ca_topic_score_gemma":0.01419721,"domain_scores_codex":[0.9996574,0.00005693376,0.00001300217,0.00004931489,0.0001849306,0.00003838345],"domain_scores_gemma":[0.9996877,0.0001263275,0.00001727569,0.00004409467,0.0000693083,0.0000552867],"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":[0.00001525306,0.00002396963,0.0003506438,0.0001530494,0.000001492025,0.00009423654,0.003043704,0.00009630426,0.0003006369,0.2723342,0.5462853,0.1773012],"study_design_scores_gemma":[2.98191e-7,0.000001916525,0.0001627806,0.00005750397,2.308491e-7,0.00003780096,0.000394795,0.00001475284,0.00002947482,0.002574506,0.9967249,0.000001018282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007048856,0.0038597,0.0007033851,0.003546064,0.001188526,0.00000893804,0.0001155295,0.00006649023,0.9898065],"genre_scores_gemma":[0.008433826,0.005578566,0.0007961532,0.001807559,0.0004693912,0.00001912049,0.0002272535,0.0001154189,0.9825529],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9101172,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06368709884683323,"score_gpt":0.4159579374484443,"score_spread":0.3522708386016111,"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."}}