{"id":"W7098727784","doi":"","title":"International Conference on Engineering Education August 6 -- 10, 2001 Oslo, Norway","year":2001,"lang":"en","type":"article","venue":"","topic":"Bioactive natural compounds","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; General partnership; Multidisciplinary approach; Engineering education; Teamwork; State (computer science); Quarter (Canadian coin)","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":[0.00004172605,0.00009227694,0.00004883621,0.00004073308,0.00002163129,0.00002599959,0.0001592514,0.00009150654,0.002317619],"category_scores_gemma":[0.00003842253,0.00008503771,0.0000334507,0.00004979379,0.0000154412,0.000004278023,0.00004539304,0.00008012632,0.0001235724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003064813,"about_ca_system_score_gemma":0.00005803578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001695404,"about_ca_topic_score_gemma":0.00001338332,"domain_scores_codex":[0.999505,0.000008876737,0.00007916296,0.0001926833,0.00008928732,0.0001249636],"domain_scores_gemma":[0.9996521,0.00000447609,0.00002540164,0.0001455447,0.0001216919,0.00005071901],"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":[0.00008537255,0.0001161746,0.0006939455,0.000003592233,0.00003634682,0.000001082054,0.000005539916,0.00002832287,0.9226266,0.002568463,0.06484424,0.008990376],"study_design_scores_gemma":[0.0002967089,0.0001653986,0.005879754,0.00001425055,0.000005342301,0.00002861179,0.0000434175,0.0009508681,0.1403576,0.00005498053,0.8519607,0.0002424128],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4312744,0.00008293243,0.002292837,0.001276499,0.0009505645,0.0001139708,0.000006753959,0.00002920606,0.5639729],"genre_scores_gemma":[0.9469674,0.0001106398,0.0011974,0.0003556226,0.0004015547,0.000009368308,0.0001174117,0.000009662983,0.0508309],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7871165,"threshold_uncertainty_score":0.9985944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693064210598461,"score_gpt":0.2753361842621708,"score_spread":0.2584055421561862,"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."}}