{"id":"W2955608935","doi":"10.1117/12.2523877","title":"Teaching undergraduate students integrated photonics and fabrication through research","year":2019,"lang":"en","type":"article","venue":"","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Class (philosophy); Computer science; Process (computing); Graduate students; Undergraduate research; Course (navigation); Engineering management; Mathematics education; Medical education; Engineering; Psychology; Medicine; Artificial intelligence","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":[0.002266436,0.001199057,0.0007587781,0.0006859102,0.002096527,0.005306003,0.002025691,0.001375267,0.0203708],"category_scores_gemma":[0.003039953,0.0005613827,0.0007761292,0.0004454148,0.00119795,0.002167142,0.00390769,0.002910034,0.01112403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767588,"about_ca_system_score_gemma":0.004778149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003609061,"about_ca_topic_score_gemma":0.001376829,"domain_scores_codex":[0.9985108,0.0002334996,0.00006275572,0.0003544911,0.0005038616,0.0003346741],"domain_scores_gemma":[0.9958834,0.0003102858,0.000278323,0.0003101036,0.0005991722,0.002618749],"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":[0.0003685564,0.00871547,0.009159147,0.0009748156,0.00004526407,0.001347945,0.01350526,0.002186101,0.06176985,0.08708219,0.172195,0.6426505],"study_design_scores_gemma":[0.0001228897,0.003133697,0.006704082,0.0008514915,0.00005873801,0.00355993,0.008798414,0.004941576,0.03411295,0.06879247,0.8688305,0.00009335832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3015386,0.004965574,0.2248264,0.05717817,0.009846917,0.002626715,0.0007739778,0.007090864,0.3911529],"genre_scores_gemma":[0.3738008,0.005249292,0.2287875,0.009882138,0.002793179,0.001461083,0.0006290933,0.0008402904,0.3765565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0203708,"threshold_uncertainty_score":0.06814712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02862841857632765,"score_gpt":0.3321315624975548,"score_spread":0.3035031439212272,"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."}}