{"id":"W4253947574","doi":"10.1364/etop.2009.eta5","title":"Education Programs of the Institute for Optical Sciences at the University of Toronto","year":2009,"lang":"en","type":"article","venue":"Education and Training in Optics and Photonics","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Engineering physics; Mathematics education; Library science; Engineering; Psychology","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":[0.001544807,0.001018627,0.0007752369,0.001457233,0.005467926,0.004972974,0.0009980695,0.001378669,0.2550311],"category_scores_gemma":[0.003141601,0.000509721,0.0005132554,0.001214696,0.00118042,0.001122002,0.003022104,0.002101554,0.06277956],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01767574,"about_ca_system_score_gemma":0.06042022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3819111,"about_ca_topic_score_gemma":0.6641641,"domain_scores_codex":[0.9977061,0.0001147056,0.00004736764,0.0002637916,0.001280368,0.0005877111],"domain_scores_gemma":[0.9869985,0.0002814774,0.0002305593,0.00031466,0.004088699,0.008086076],"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":[0.00005388405,0.00008945727,0.001108501,0.00008463258,0.00000388575,0.00007543668,0.000607818,0.00004801225,0.0005857647,0.004929285,0.9531247,0.03928852],"study_design_scores_gemma":[0.00001002413,0.00003430749,0.004862121,0.00007264565,0.000003781661,0.00003976404,0.0005121775,0.00009871397,0.0002571126,0.0003317599,0.9937642,0.00001352616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01570889,0.006378359,0.005582184,0.07676559,0.01370159,0.0006425171,0.01513903,0.002935799,0.863146],"genre_scores_gemma":[0.0251744,0.003037261,0.003965608,0.003059514,0.0006050594,0.0001704976,0.003507176,0.0004703493,0.9600102],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9823242,"threshold_uncertainty_score":0.853164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095609035815094,"score_gpt":0.3138258008235252,"score_spread":0.2828697104653742,"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."}}