{"id":"W7095494316","doi":"","title":"The graduates of '82: where are they?","year":2014,"lang":"en","type":"article","venue":"","topic":"Curcumin's Biomedical Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Restructuring; Recession; Field (mathematics); Economic restructuring; Job market; Higher education; Administration (probate law)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001432486,0.00007176157,0.0000713118,0.000008172281,0.00007780454,0.00001066258,0.0002399545,0.00007134312,0.00003120572],"category_scores_gemma":[0.00009516948,0.00004293829,0.00005607722,0.00004950653,0.0001458339,6.796901e-7,0.00008965252,0.00004117908,0.00004459884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002604943,"about_ca_system_score_gemma":0.00001413479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004558759,"about_ca_topic_score_gemma":0.0005856559,"domain_scores_codex":[0.9994603,0.00002768526,0.0001358485,0.0001543927,0.00009573135,0.0001260902],"domain_scores_gemma":[0.9993296,0.00004296457,0.00006738018,0.0004406937,0.00006689426,0.00005242165],"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":[0.00001729649,0.000081447,0.002400131,0.00002051492,0.0000475993,5.751345e-8,0.00003381957,0.000002854679,0.8997046,0.009325106,0.07225303,0.01611353],"study_design_scores_gemma":[0.0001336762,0.00004107354,0.002526657,0.000005041041,0.00000787238,0.000002188053,0.00005432661,0.00001956691,0.1053396,0.002468046,0.8893264,0.00007553257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465973,0.001139971,0.01536271,0.01639845,0.0001398747,0.000326158,0.0000358321,0.00003836141,0.01996133],"genre_scores_gemma":[0.993758,0.0002235844,0.0006561256,0.0001607849,0.0001315944,0.00002545747,0.00004168873,0.000009400731,0.004993361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8170733,"threshold_uncertainty_score":0.1750973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873658271472462,"score_gpt":0.3023611163952905,"score_spread":0.2736245336805659,"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."}}