{"id":"W7106843503","doi":"10.60770/td90-e520","title":"Session 2: Abeer Siddiqui and Sara Smith","year":2025,"lang":"en","type":"other","venue":"MRU-Repo","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Session (web analytics); Control (management); Questions and answers","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002355464,0.0005248074,0.0005984518,0.00053164,0.00007697298,0.00009419553,0.0002681884,0.0006081851,0.007583322],"category_scores_gemma":[0.000138486,0.0004544132,0.0001069012,0.0003263937,0.0001436393,0.0000539065,0.0002857805,0.0004141663,0.007764642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254294,"about_ca_system_score_gemma":0.0002815656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006425115,"about_ca_topic_score_gemma":0.0001784925,"domain_scores_codex":[0.9978745,0.0001186425,0.0003077574,0.0008233053,0.0004439162,0.0004318922],"domain_scores_gemma":[0.9984747,0.00006425875,0.000328579,0.0009268495,0.00005534043,0.0001503231],"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":[0.0000254403,0.0000549799,0.0009347777,0.0002109771,0.0001388247,0.00008882149,0.00005608235,9.246659e-7,0.0006146755,0.0001993633,0.9947194,0.002955706],"study_design_scores_gemma":[0.0005966431,0.0000282859,0.001092172,0.001439718,0.0001390878,0.00002000634,0.00002437264,0.00001912223,0.0003508651,0.0001588079,0.9956291,0.0005018357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003713258,0.005008666,0.00007870351,0.0001484131,0.0006458135,0.0005393758,0.0004896075,0.0009562541,0.9917619],"genre_scores_gemma":[0.001469249,0.000160466,0.0007898982,0.0002747632,0.0004616032,0.00003881847,0.0001063635,0.001265482,0.9954333],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.004848199,"threshold_uncertainty_score":0.9997908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008181354166684016,"score_gpt":0.2624152910413303,"score_spread":0.2542339368746463,"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."}}