{"id":"W2022159428","doi":"10.1021/ed100703f","title":"Multispectroscopy: Online Structure Determination Exercises","year":2010,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Mathematics education; Engineering physics; Data science; Psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001132735,0.00009736874,0.0001242925,0.00006123082,0.00002073238,0.00002035251,0.0002880785,0.0002283284,0.0001690282],"category_scores_gemma":[0.0006623518,0.00007756775,0.00008370219,0.00008455653,0.000128184,0.000008451829,0.00004925308,0.0004552065,0.000001289064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002885692,"about_ca_system_score_gemma":0.0003004296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002630958,"about_ca_topic_score_gemma":0.000001976179,"domain_scores_codex":[0.9991422,0.0000133505,0.0002784317,0.0001390957,0.0002735182,0.0001533907],"domain_scores_gemma":[0.9992078,0.00002000435,0.0001666074,0.0001729642,0.0002681899,0.0001644675],"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":[0.00006870367,0.0002448913,0.0002957142,0.00001205231,0.000006192761,5.67667e-7,0.00001384765,4.52688e-8,0.9738386,0.000037079,0.006205139,0.01927712],"study_design_scores_gemma":[0.00018044,0.0001277972,0.000236965,0.00001571075,0.0000123792,0.0001159541,0.0000216001,0.00001761754,0.9766807,0.001774927,0.02073274,0.00008316311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978394,0.0001583451,0.0006743217,0.0005269736,0.0004432593,0.00006393221,0.000008241092,0.000006306092,0.0002792525],"genre_scores_gemma":[0.9633981,0.00008846285,0.03460135,0.0002169973,0.001458472,0.000002612514,0.00007960499,0.00001255818,0.0001418414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03444127,"threshold_uncertainty_score":0.3163121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004839346753563551,"score_gpt":0.3460402312963875,"score_spread":0.3412008845428239,"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."}}