{"id":"W2169567236","doi":"10.2200/s00412ed1v01y201203eng018","title":"Crafting Your Research Future: A Guide to Successful Master's and Ph.D. Degrees in Science &amp; Engineering","year":2012,"lang":"en","type":"article","venue":"Synthesis lectures on engineering","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Engineering ethics; Engineering; Engineering management; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0104105,0.001137859,0.0007758777,0.002499577,0.003495987,0.007166245,0.001695192,0.003048354,0.0317081],"category_scores_gemma":[0.02391643,0.001193546,0.0006135634,0.001900223,0.002630325,0.007237853,0.003357243,0.005651225,0.04159702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067879,"about_ca_system_score_gemma":0.01578266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003932816,"about_ca_topic_score_gemma":0.01796378,"domain_scores_codex":[0.995275,0.001803194,0.0005521514,0.000206919,0.00191598,0.0002467013],"domain_scores_gemma":[0.9823318,0.006832931,0.0008683477,0.0006296045,0.0051187,0.004218604],"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":[0.00001802468,0.0001106443,0.0003947802,0.0003654346,0.000004421434,0.0001379652,0.001735842,0.0001427168,0.0007450948,0.01005469,0.7387916,0.2474988],"study_design_scores_gemma":[0.000006570232,0.00004602802,0.0005555481,0.0005576504,0.000003005095,0.0002846125,0.001520612,0.00008970877,0.0001877052,0.008128866,0.9885997,0.00002003885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004498989,0.1425945,0.1375412,0.3671724,0.02663954,0.002714269,0.001894663,0.006982507,0.3099619],"genre_scores_gemma":[0.01603556,0.1551417,0.3782639,0.04667175,0.003912483,0.003400358,0.001647992,0.002002647,0.3929238],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0317081,"threshold_uncertainty_score":0.1060742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861447714905133,"score_gpt":0.3601435095320616,"score_spread":0.3015290323830103,"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."}}