{"id":"W2970559455","doi":"10.1021/cen-09429-acsnews3003","title":"ChemChamps finalists to compete in Philadelphia","year":2016,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Graduate students; Baton rouge; Library science; Psychology; Political science; Media studies; Management; Medical education; Sociology; Art history; History; Medicine; Economics; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002424551,0.001403609,0.0004515727,0.001003813,0.009432551,0.006908276,0.001341154,0.00306567,0.3826838],"category_scores_gemma":[0.002270047,0.0007852554,0.0008701734,0.0004676293,0.0007840804,0.001818108,0.006512162,0.004507892,0.147884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002227514,"about_ca_system_score_gemma":0.003423908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003250228,"about_ca_topic_score_gemma":0.01850898,"domain_scores_codex":[0.9982343,0.0001647946,0.00004384929,0.0002589489,0.0006084385,0.000689782],"domain_scores_gemma":[0.994766,0.0001566871,0.0001003698,0.0001095073,0.0007990146,0.004068416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001079565,0.0001486676,0.0002928876,0.00004217109,0.000003157516,0.0002052823,0.000149891,0.00005225643,0.0006098484,0.001710893,0.9812708,0.01540614],"study_design_scores_gemma":[0.00003121276,0.0001381422,0.001013651,0.00003226492,0.000001851451,0.00009489765,0.0006850254,0.00007110279,0.0002899759,0.000478566,0.9971526,0.00001069573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03336635,0.002369162,0.002335609,0.03926234,0.05218334,0.00121261,0.002906606,0.001906455,0.8644575],"genre_scores_gemma":[0.03082154,0.000556972,0.001558658,0.005578366,0.003217862,0.0003703603,0.001892713,0.0005471316,0.9554563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3826838,"threshold_uncertainty_score":0.8805267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002984162823797837,"score_gpt":0.2103287659437818,"score_spread":0.2073446031199839,"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."}}