{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001470288,0.002598545,0.0009433415,0.002105271,0.0005395421,0.0009171771,0.002585064,0.001335331,0.1724117],"category_scores_gemma":[0.004859015,0.0009661631,0.00085593,0.001012723,0.0002633839,0.002085124,0.002475979,0.001353582,0.06882562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004912725,"about_ca_system_score_gemma":0.0005098449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003585839,"about_ca_topic_score_gemma":0.0006358854,"domain_scores_codex":[0.9993819,0.00006126146,0.00004060519,0.0001606841,0.0002798226,0.00007565487],"domain_scores_gemma":[0.9968953,0.001248739,0.000181344,0.0005484356,0.0006349533,0.0004911766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001116361,0.003402834,0.001886387,0.0006042914,0.00003778846,0.0005006619,0.0003390179,0.003850762,0.04258532,0.003812613,0.4221461,0.5197179],"study_design_scores_gemma":[0.001394759,0.001771543,0.023737,0.0004847297,0.00008171113,0.002158322,0.0004412458,0.04189157,0.1036063,0.03673372,0.7874686,0.0002305979],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08945718,0.002330392,0.4508537,0.005641801,0.001855969,0.004873788,0.02880981,0.1977308,0.2184465],"genre_scores_gemma":[0.1311013,0.001835681,0.5420696,0.002793746,0.001027014,0.003156719,0.03530469,0.02297493,0.2597364],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1724117,"threshold_uncertainty_score":0.5767746,"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."}}