{"id":"W2896966702","doi":"10.2351/1.5059794","title":"Photonics education and training in ontario community colleges","year":2001,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Fleurimont; Occupational Cancer Research Centre; Engineers Without Borders Canada","funders":"","keywords":"Training (meteorology); Photonics; Computer science; Engineering management; Engineering; Optoelectronics; Geography; Physics; Meteorology","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":[0.001832008,0.0002852116,0.0001926875,0.001535181,0.01282826,0.00294502,0.001607862,0.001515765,0.04191057],"category_scores_gemma":[0.003232839,0.0004084334,0.0002331463,0.002905009,0.002286705,0.0009134618,0.004433919,0.0012264,0.002204031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05183514,"about_ca_system_score_gemma":0.2149301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.897844,"about_ca_topic_score_gemma":0.9848605,"domain_scores_codex":[0.9970751,0.0002221225,0.000045803,0.0002038713,0.001139328,0.001313842],"domain_scores_gemma":[0.9779001,0.0004227443,0.0005348389,0.0002017581,0.002728498,0.01821204],"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":[0.0006634128,0.002379199,0.1373693,0.0008930175,0.00003264328,0.001959627,0.03427272,0.0008307568,0.004444434,0.02962199,0.3284128,0.45912],"study_design_scores_gemma":[0.0001346801,0.0003588993,0.3061776,0.000526137,0.00001167449,0.0004894068,0.04008788,0.0005293366,0.0006976484,0.002074597,0.6488415,0.00007055274],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5541357,0.006311329,0.0008664487,0.0694102,0.001120754,0.0009025499,0.001710251,0.000360721,0.365182],"genre_scores_gemma":[0.7221955,0.003363837,0.001869985,0.005399763,0.0002120746,0.0002332225,0.0007685945,0.00008121131,0.2658758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.102156,"threshold_uncertainty_score":0.376092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740929667964974,"score_gpt":0.2308489744029028,"score_spread":0.213439677723253,"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."}}