{"id":"W1768692555","doi":"","title":"Science education : from Plato to genomics","year":2010,"lang":"en","type":"book-chapter","venue":"Data Archiving and Networked Services (DANS)","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agora; Statue; Quarter (Canadian coin); HERO; Ancient Greece; Art history; Art; Classics; History; Archaeology; Literature","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":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.0005549903,0.0003734733,0.0003134272,0.0003683851,0.0006720728,0.0008022852,0.005693466,0.0001355625,0.00002227468],"category_scores_gemma":[0.00001186846,0.0003765316,0.00003863303,0.0002051582,0.0002067303,0.0008239451,0.003746807,0.0005007456,0.0001034031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007869815,"about_ca_system_score_gemma":0.001076479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001354731,"about_ca_topic_score_gemma":0.004530356,"domain_scores_codex":[0.9973233,0.00002426476,0.000355203,0.001455815,0.0004033904,0.0004380506],"domain_scores_gemma":[0.996001,0.000182435,0.0002312184,0.003082601,0.00009024568,0.0004125223],"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":[0.00005884601,0.0002139129,0.001085225,0.0003928892,0.0001316672,0.000009056562,0.05443295,0.0002511974,0.00561783,0.2019296,0.005041672,0.7308351],"study_design_scores_gemma":[0.0001916816,0.00008946309,0.01322102,0.001082546,0.00009048363,0.00004097712,0.0004262529,0.1562954,0.00009021911,0.1349207,0.6921124,0.001438794],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.3350877,0.004176943,0.2544634,0.003769123,0.02665702,0.002434297,0.002633651,0.001187832,0.3695901],"genre_scores_gemma":[0.1962492,0.00369196,0.6442819,0.01132238,0.0238391,0.000077704,0.01970419,0.0004536561,0.1003799],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7293963,"threshold_uncertainty_score":0.9998687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743419411479055,"score_gpt":0.2610937440519894,"score_spread":0.2336595499371989,"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."}}