{"id":"W2188458010","doi":"10.1190/tle24010032.1","title":"CSEG and its DoodleTrain","year":2005,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Commit; Spring (device); Library science; History; Political science; Psychology; Operations research; Medical education; Engineering; Computer science; Medicine; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00334014,0.0006030063,0.000253202,0.001670381,0.008276227,0.007253429,0.001106315,0.004167606,0.08723451],"category_scores_gemma":[0.006698303,0.0003709606,0.0002859693,0.002298241,0.001981248,0.00213936,0.003736513,0.003812596,0.01450993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02761974,"about_ca_system_score_gemma":0.08495672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.631514,"about_ca_topic_score_gemma":0.8091635,"domain_scores_codex":[0.9961113,0.0001720725,0.00005827423,0.000294943,0.001692382,0.001671028],"domain_scores_gemma":[0.9834012,0.0004028934,0.0002329976,0.0002782586,0.004928575,0.01075601],"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":[0.00002907097,0.00002650857,0.001817606,0.00002961746,0.000001707191,0.00006368677,0.0002216498,0.0000353838,0.0001604087,0.009231147,0.9553483,0.03303497],"study_design_scores_gemma":[0.000002379274,0.000008530385,0.002345295,0.00002946045,7.030182e-7,0.00002071823,0.0004411529,0.00002086642,0.00005133425,0.000234721,0.9968398,0.000005071236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01558741,0.01053829,0.0008979361,0.4701258,0.01769855,0.0001357074,0.002588554,0.0005429546,0.4818848],"genre_scores_gemma":[0.05712034,0.005387138,0.001099524,0.04205899,0.001131128,0.00006892179,0.001661524,0.0002432133,0.8912292],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.631514,"threshold_uncertainty_score":0.7413123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022134277584986,"score_gpt":0.2181716252022476,"score_spread":0.2079502824263978,"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."}}