{"id":"W1967879756","doi":"10.1109/isecon.2013.6525217","title":"Mentoring high school students: Lessons learned","year":2013,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Vision; Computer science; Mathematics education; Science and engineering; Engineering education; Medical education; Engineering management; Psychology; Engineering ethics; Engineering; Sociology; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004811845,0.00008703128,0.00007468367,0.00005999551,0.00002311817,0.00008171963,0.0001426799,0.00003793166,0.004863359],"category_scores_gemma":[0.00001714709,0.00008444682,0.00001989506,0.00008128471,0.00000454096,0.0001373689,0.00001876343,0.0001051269,0.00255313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005748866,"about_ca_system_score_gemma":0.000008171972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001401332,"about_ca_topic_score_gemma":0.000006518596,"domain_scores_codex":[0.999502,0.000005019054,0.0001024216,0.00008695365,0.0001125064,0.0001910681],"domain_scores_gemma":[0.9996562,0.00001655704,0.000005708222,0.0001657161,0.00002110733,0.0001347274],"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":[0.000004355612,0.0003596971,0.04287743,0.0004145569,0.0006367845,0.000006334781,0.003288474,0.2199563,0.09580825,0.05533399,0.4848316,0.09648222],"study_design_scores_gemma":[0.001565732,0.0000622161,0.3681263,0.00009098908,0.00003986645,0.000009055405,0.001711498,0.02227091,0.01988001,0.001975771,0.5828413,0.001426369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9029548,0.0002188048,0.009471169,0.002219085,0.002417213,0.0002683757,0.000001778565,0.001909166,0.08053967],"genre_scores_gemma":[0.9747967,0.00007784561,0.001325331,0.00008532143,0.0001571627,0.00005827784,0.000004147717,0.00002677513,0.02346849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3252488,"threshold_uncertainty_score":0.9982235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03573797161019247,"score_gpt":0.329693368225716,"score_spread":0.2939553966155235,"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."}}