{"id":"W4240130269","doi":"10.1017/s1431927610093621","title":"MAM volume 16 issue S1 Cover and Back matter","year":2010,"lang":"en","type":"paratext","venue":"Microscopy and Microanalysis","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruker (Canada)","funders":"","keywords":"Cover (algebra); Volume (thermodynamics); Environmental science; Materials science; Physics; Engineering; Thermodynamics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"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":[0.0003322921,0.0005261763,0.001434378,0.0005212067,0.0003399557,0.0005802879,0.0003348139,0.0005320125,0.6340405],"category_scores_gemma":[0.00001206867,0.0005840856,0.0003089274,0.0002307096,0.0005002607,0.0002247577,0.0004050207,0.0004569362,0.8298023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009964607,"about_ca_system_score_gemma":0.00002264333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047464,"about_ca_topic_score_gemma":0.00003461634,"domain_scores_codex":[0.9971811,0.00001641859,0.000838679,0.001367227,0.00003296889,0.0005635628],"domain_scores_gemma":[0.9985383,0.00003095552,0.0005898684,0.0006261375,0.0000434645,0.0001712485],"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":[0.00001418078,0.00003451864,0.004103585,0.0001323604,0.0005938595,0.00000115745,0.0002792329,0.000001835544,0.0003486566,0.00003932968,0.9942982,0.0001530732],"study_design_scores_gemma":[0.000431514,0.0000171056,0.0002349558,0.00003185451,0.0001657941,0.000008249306,0.0001367438,0.00003486619,0.0003979176,0.00006717222,0.997813,0.0006608471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01241758,0.0313479,0.0004336262,0.0007401635,0.005857169,0.000329648,0.008245199,0.00001393982,0.9406148],"genre_scores_gemma":[0.001144352,0.007789622,0.0006431687,0.001187244,0.0003343853,0.00001603734,0.0004760386,0.00005590532,0.9883533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1957618,"threshold_uncertainty_score":0.999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376069235690789,"score_gpt":0.220615670758102,"score_spread":0.2068549784011941,"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."}}