{"id":"W4252240251","doi":"10.1364/etop.2007.ema5","title":"Evolution of a Photonics Education Program","year":2007,"lang":"en","type":"article","venue":"Education and Training in Optics and Photonics","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara College","funders":"Hoseo University","keywords":"Photonics; Cluster (spacecraft); State (computer science); Engineering management; Engineering; Computer science; Engineering physics; Physics; Optics; Operating system","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":[0.00253142,0.0002847665,0.0001669943,0.00133973,0.003359266,0.003472135,0.001377662,0.001067142,0.01358482],"category_scores_gemma":[0.002550076,0.0003425842,0.0001995316,0.001065852,0.001451327,0.001682865,0.004352665,0.002218684,0.00322209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008393913,"about_ca_system_score_gemma":0.03331389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02582977,"about_ca_topic_score_gemma":0.04635784,"domain_scores_codex":[0.997761,0.0003160649,0.0001000244,0.0004194353,0.0009350931,0.0004682576],"domain_scores_gemma":[0.9907807,0.0006157847,0.0004365664,0.0005312203,0.00332526,0.004310507],"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":[0.0002793415,0.001404983,0.03348862,0.0003375516,0.00002044245,0.0005889352,0.003036198,0.001396104,0.01491513,0.1208603,0.09802462,0.7256477],"study_design_scores_gemma":[0.0000376145,0.0004074584,0.02515893,0.0001798611,0.00001181282,0.0004987766,0.001475654,0.001590056,0.007193636,0.002618856,0.9607784,0.00004885079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3038846,0.00411664,0.03496045,0.08669514,0.002034475,0.0009423142,0.0007920671,0.002184064,0.5643904],"genre_scores_gemma":[0.4315259,0.003889768,0.08471798,0.008202363,0.0005623494,0.0004852359,0.001100308,0.0004743514,0.4690417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02582977,"threshold_uncertainty_score":0.06090242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008062014114104505,"score_gpt":0.2680317640087698,"score_spread":0.2599697498946653,"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."}}