{"id":"W2280662396","doi":"10.12968/sece.2005.1.360","title":"The fruits of education","year":2005,"lang":"en","type":"article","venue":"SecEd","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Subject (documents); Space (punctuation); Mathematics education; Art; Engineering ethics; Engineering; Computer science; Psychology; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006223645,0.00002210271,0.00002352984,0.000002700908,0.0001339483,0.000009340719,0.00007772303,0.000009309764,0.0001326644],"category_scores_gemma":[0.0000489084,0.000006157218,0.00001296,0.0001646413,0.00002818556,0.00003660254,0.00001524424,0.00001661971,0.00004999702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009794781,"about_ca_system_score_gemma":0.00001189855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003442681,"about_ca_topic_score_gemma":0.0002077465,"domain_scores_codex":[0.9997783,0.000007768064,0.00006584574,0.00004136308,0.00006007247,0.00004660206],"domain_scores_gemma":[0.9997387,0.00008662971,0.00003375426,0.00001850155,0.0001146421,0.000007785498],"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":[0.000004245919,0.0001266848,0.004328427,0.000001171484,0.00001145095,7.468384e-9,0.0002337114,0.000002604795,0.05508339,0.086551,0.04929957,0.8043577],"study_design_scores_gemma":[0.00001784358,0.00001747564,0.3905574,0.000003318878,0.000002248327,3.035055e-7,0.001826343,0.000003757514,0.003269237,0.001476879,0.6027902,0.00003501504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654117,0.0001346495,1.934847e-7,0.01130068,0.0001789697,0.00004723739,0.000003540161,0.000008402811,0.02291468],"genre_scores_gemma":[0.9962674,0.00001697247,0.00008206857,0.0001776136,0.0002208235,0.000008440064,0.000009471153,9.133662e-8,0.003217136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8043227,"threshold_uncertainty_score":0.1452582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998859809188193,"score_gpt":0.2476641730466738,"score_spread":0.2276755749547919,"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."}}