{"id":"W4238378750","doi":"10.1364/etop.2007.etb2","title":"University of Toronto Institute for Optical Sciences Collaborative Program in Optics","year":2007,"lang":"en","type":"article","venue":"Education and Training in Optics and Photonics","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Set (abstract data type); Graduate students; Computer science; Library science; Medical education; Engineering physics; Engineering ethics; Engineering; Sociology; Pedagogy; Medicine","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":[0.003389244,0.0006152833,0.0004007822,0.001949497,0.006336123,0.004617208,0.001334948,0.001654938,0.1027257],"category_scores_gemma":[0.002065237,0.0003242457,0.0005491981,0.002142207,0.001600361,0.001099936,0.004949291,0.001603829,0.01597917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01806547,"about_ca_system_score_gemma":0.04802567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2423344,"about_ca_topic_score_gemma":0.5290602,"domain_scores_codex":[0.9970477,0.0002341513,0.00006125818,0.000247268,0.001628538,0.0007810619],"domain_scores_gemma":[0.992297,0.0002577585,0.0002324829,0.000521921,0.002239307,0.004451632],"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":[0.00008048339,0.0001525854,0.002498066,0.0001799001,0.000007374932,0.0002785938,0.001074924,0.0002639332,0.001897204,0.03906632,0.883617,0.07088356],"study_design_scores_gemma":[0.00001386815,0.00004301422,0.003531872,0.00003317801,0.000004743662,0.0001265641,0.0003504978,0.0001787323,0.0006486128,0.001019688,0.9940357,0.00001344709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02382343,0.01271838,0.01785364,0.09300541,0.01157312,0.0009594072,0.004038073,0.002375612,0.8336529],"genre_scores_gemma":[0.07529373,0.006199766,0.02313423,0.002450946,0.001223983,0.0001997591,0.002173564,0.0003653996,0.8889586],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2423344,"threshold_uncertainty_score":0.4818478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04766205824706824,"score_gpt":0.4190229869596533,"score_spread":0.371360928712585,"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."}}