{"id":"W1951414928","doi":"10.24908/pceea.v0i0.5948","title":"STUDYROOM: AN APPLICATION FOR STUDENT COLLABORATION","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Student engagement; Computer science; Mathematics education; Content (measure theory); Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002583012,0.0001202556,0.0001446129,0.0002487386,0.0001801408,0.00008562516,0.0002851722,0.0001483264,0.00001101301],"category_scores_gemma":[0.001594131,0.0001198287,0.00004175985,0.0006418194,0.00001193479,0.0001863745,0.00001182493,0.0002036843,0.00001092222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081658,"about_ca_system_score_gemma":0.000694212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005016223,"about_ca_topic_score_gemma":0.002948706,"domain_scores_codex":[0.9989415,0.00004501745,0.0002775672,0.0002208732,0.0002744507,0.0002405428],"domain_scores_gemma":[0.9975072,0.00006502583,0.0004258143,0.0001338808,0.00169416,0.0001739195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003705175,0.0006356888,0.4951764,0.0001290089,0.000319298,3.940296e-8,0.07072408,0.001826753,0.0062011,0.2615094,0.1493346,0.01410663],"study_design_scores_gemma":[0.0008675263,0.0001798392,0.6936283,0.00004564782,0.00009902071,0.000002072227,0.01295455,0.001756444,0.0008402246,0.001161686,0.2880649,0.0003997942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975921,0.00007699415,0.001847429,0.005201397,0.004144766,0.00146381,0.0000335005,0.0001544351,0.01115662],"genre_scores_gemma":[0.9901385,3.057533e-7,0.004122179,0.0002612965,0.000415313,0.0003897217,0.00003183196,0.00003370774,0.004607185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2603477,"threshold_uncertainty_score":0.7583061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02621783698803028,"score_gpt":0.3639233654514781,"score_spread":0.3377055284634479,"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."}}