{"id":"W4205668317","doi":"10.1364/etop.2021.w2a.3","title":"Integrated Testlets in Optics and Photonics: A Novel Assessment Tool and its Online Deployment","year":2021,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Photonics; Integrated optics; Software deployment; Computer science; Systems engineering; Engineering; Software engineering; Optics; Physics","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":[0.007271502,0.001253286,0.0008010883,0.002075465,0.000566392,0.002759625,0.002079319,0.001568788,0.01831841],"category_scores_gemma":[0.02668156,0.0004114502,0.0005435671,0.001106047,0.0007930548,0.003998751,0.003624918,0.001829552,0.006730387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006431037,"about_ca_system_score_gemma":0.001562688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003288651,"about_ca_topic_score_gemma":0.0006769436,"domain_scores_codex":[0.992331,0.003820745,0.0004821698,0.000832912,0.002151186,0.0003819497],"domain_scores_gemma":[0.9724746,0.01807552,0.001267282,0.003247924,0.002625111,0.002309498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007938734,0.005294208,0.0120324,0.0004984314,0.00003944311,0.0003888813,0.002590833,0.002060974,0.02475076,0.007633481,0.01423121,0.9296856],"study_design_scores_gemma":[0.001398716,0.02223523,0.1122412,0.002030338,0.0004066392,0.007035684,0.006006401,0.1542837,0.1862374,0.1194783,0.3876016,0.001044698],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1973322,0.0002795849,0.7409316,0.001600773,0.0005812696,0.003560715,0.001668052,0.01821291,0.03583298],"genre_scores_gemma":[0.2468178,0.000217125,0.7336485,0.0004908383,0.0002021814,0.002987846,0.00110439,0.0007287639,0.01380243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01831841,"threshold_uncertainty_score":0.0612812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08528482059460464,"score_gpt":0.4240714897629439,"score_spread":0.3387866691683393,"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."}}