{"id":"W2057846831","doi":"10.2113/gscanmin.43.5.1449","title":"S3: SULFIDES, STRUCTURES AND SYNCHROTRON LIGHT A TRIBUTE TO MICHAEL E. FLEET: PREFACE","year":2005,"lang":"en","type":"article","venue":"The Canadian Mineralogist","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Toronto","funders":"","keywords":"Tribute; Synchrotron; Materials science; Geology; Art; Art history; Physics; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001748221,0.0001338232,0.0001276154,0.0000498137,0.000447182,0.0001841237,0.0003498486,0.00005367706,0.0002542679],"category_scores_gemma":[0.00004590542,0.00008693102,0.0000229128,0.000114632,0.0001387911,0.00007444699,0.00005518716,0.00008244367,0.000240554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714012,"about_ca_system_score_gemma":0.0001543896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2257936,"about_ca_topic_score_gemma":0.8469021,"domain_scores_codex":[0.9990414,0.00003508951,0.0001556683,0.0002551305,0.0001082484,0.0004044221],"domain_scores_gemma":[0.9991618,0.00002014158,0.00003620901,0.0003783298,0.00004661953,0.0003568694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001675185,0.000009192411,0.000111984,0.000009880187,0.000008363149,0.000004205388,0.0008210486,0.0006667028,0.7230082,0.01245349,0.2600431,0.002847187],"study_design_scores_gemma":[0.0001682615,0.00004073104,0.002920411,0.000009837055,0.00001512875,0.00002603068,0.00007635963,0.0001539252,0.04071834,0.0006757761,0.9549906,0.0002045826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8556216,0.0006761412,0.0000376691,0.1412276,0.00009623365,0.0004323276,0.0001841088,0.00003798329,0.001686265],"genre_scores_gemma":[0.9893594,0.00001098388,0.001146084,0.003890639,0.000236743,0.00006910116,0.00001129314,0.00001407779,0.005261617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6949475,"threshold_uncertainty_score":0.7793619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412050669557499,"score_gpt":0.2291348617900697,"score_spread":0.2150143550944947,"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."}}