{"id":"W2911885673","doi":"10.1364/etop.2003.eme3","title":"Education program for photonics professionals (EP3)","year":2003,"lang":"en","type":"article","venue":"Education and Training in Optics and Photonics","topic":"Digital literacy in education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Photonics; Computer science; Medical education; Engineering management; Optoelectronics; Engineering; Materials science; 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":[0.001368174,0.0003918088,0.000211585,0.00109505,0.002286851,0.001301315,0.0006344407,0.001348955,0.1258163],"category_scores_gemma":[0.002200583,0.0002336929,0.0003696756,0.000658996,0.000520058,0.0007242388,0.002933974,0.001625225,0.0306542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00344724,"about_ca_system_score_gemma":0.03508063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05010957,"about_ca_topic_score_gemma":0.1435221,"domain_scores_codex":[0.9989502,0.00006145918,0.00001765947,0.00007873444,0.0003812146,0.0005107816],"domain_scores_gemma":[0.995069,0.0001786438,0.00009832527,0.0001281093,0.0009291223,0.003596783],"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":[0.0001734565,0.0008135345,0.003268298,0.0001280791,0.000003703042,0.0002535543,0.0006333156,0.0001120062,0.002241822,0.006398671,0.6992595,0.286714],"study_design_scores_gemma":[0.00008059512,0.0002026076,0.0204355,0.00009953811,0.000005633327,0.0002856239,0.0003213832,0.0002211161,0.001144261,0.001412736,0.9757818,0.000009170305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06740686,0.002561092,0.01011106,0.05919199,0.004095297,0.001830993,0.008880336,0.002576282,0.8433461],"genre_scores_gemma":[0.06862316,0.001248196,0.01070101,0.009017605,0.000402719,0.0007309389,0.003015013,0.000224077,0.9060372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1258163,"threshold_uncertainty_score":0.4208975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0213431751677676,"score_gpt":0.3374009683103774,"score_spread":0.3160577931426097,"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."}}