{"id":"W2039989241","doi":"10.1021/ed079p150","title":"Chem 13 News: A Valuable Resource","year":2002,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Chemistry; Computer science; Data science; Biochemical engineering; Nanotechnology; Engineering; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008339383,0.00008113218,0.0001119907,0.00001286986,0.00001724383,0.0000165822,0.0001879206,0.0000684833,0.004019161],"category_scores_gemma":[0.0001724432,0.00007321043,0.00007777513,0.0001505183,0.00004215907,0.0001482713,0.00003683715,0.0002197014,0.00009003049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840457,"about_ca_system_score_gemma":0.00001223511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006559158,"about_ca_topic_score_gemma":7.699621e-8,"domain_scores_codex":[0.9992555,0.000005461139,0.0002567759,0.00009784285,0.0002477501,0.0001367192],"domain_scores_gemma":[0.9995383,0.00003370228,0.0001309051,0.0001183333,0.00001540281,0.0001633757],"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":[0.000007732022,0.0002149788,0.0003734328,0.00001259111,0.000006003883,0.000001086784,0.000180426,0.0002164426,0.8873014,0.000004432736,0.09841981,0.01326164],"study_design_scores_gemma":[0.0002272032,0.00001500083,0.00008261383,0.00004131843,0.00002006577,0.000135138,0.0001022269,0.0007588656,0.8689005,0.000362448,0.1292304,0.0001241608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480619,0.0001927899,0.0000554152,0.001076437,0.00009386808,0.00002486454,2.48244e-7,0.0000111515,0.0504833],"genre_scores_gemma":[0.9965571,0.00001716951,0.001298457,0.0002831616,0.0003743449,0.000002025579,0.000001422633,0.000008782016,0.001457585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04902572,"threshold_uncertainty_score":0.9968913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006603556103855022,"score_gpt":0.2025834390478216,"score_spread":0.1959798829439666,"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."}}