{"id":"W4239159384","doi":"10.1017/s1431927602104363","title":"Charge Contrast Imaging of Gibbsite in the Variable Pressure SEM","year":2002,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Gibbsite; Library science; Computer science; Art history; Computer graphics (images); Art; Materials science; Aluminium; Metallurgy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006449635,0.0001731426,0.0003568954,0.0001453248,0.0001340905,0.0001128403,0.0003332821,0.00005843066,0.0012777],"category_scores_gemma":[0.00001918946,0.0001270238,0.0000763227,0.0004317979,0.0001494175,0.0001652811,0.0000486444,0.0001575522,0.00002278022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001758581,"about_ca_system_score_gemma":0.00001195775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000421788,"about_ca_topic_score_gemma":0.00005910414,"domain_scores_codex":[0.9986731,0.0001368264,0.0003330555,0.0003335725,0.0001426692,0.0003807666],"domain_scores_gemma":[0.9993728,0.00006123733,0.0001371293,0.0003443225,0.00004727305,0.0000372325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001426284,0.00009804538,0.004326425,0.00003217795,0.00002412597,0.00000328837,0.0007659841,0.00000162395,0.9910145,0.0006117605,0.002951668,0.000156121],"study_design_scores_gemma":[0.0002743225,0.00003816709,0.0004065168,0.00003574934,0.0001623543,0.00001539296,0.0001097009,0.0004979597,0.9885436,0.0001836229,0.009581292,0.0001513203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715685,0.01853744,0.00394775,0.000915244,0.00006665695,0.0003737176,0.00009877424,0.00009254154,0.004399434],"genre_scores_gemma":[0.9943462,0.0005438547,0.003433684,0.0005406851,0.00002999202,0.00001902642,0.000006673162,0.00001308292,0.001066806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02277775,"threshold_uncertainty_score":0.9996353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006655602751392901,"score_gpt":0.2448956870160728,"score_spread":0.2382400842646799,"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."}}