{"id":"W7107868902","doi":"10.60770/p1m1-wr19","title":"Session 8: Andrea Webb","year":2025,"lang":"en","type":"other","venue":"MRU-Repo","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"","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":[0.0001883448,0.000438113,0.000516101,0.0005557039,0.00006215875,0.00006210426,0.0003710136,0.0005790945,0.02574013],"category_scores_gemma":[0.0001231347,0.0003903776,0.0001617618,0.00040308,0.00007141518,0.00003627094,0.0002193339,0.0003591672,0.04490896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001502933,"about_ca_system_score_gemma":0.0002885771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009184083,"about_ca_topic_score_gemma":0.0003828091,"domain_scores_codex":[0.9980971,0.0001091383,0.0002798786,0.0006774964,0.0004419634,0.0003944845],"domain_scores_gemma":[0.9983713,0.0000388295,0.0003212037,0.001107409,0.00004673933,0.0001145228],"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":[0.00001541508,0.00006534116,0.0003955743,0.0001122992,0.0001042346,0.00009630162,0.00002322858,0.000001174324,0.0006369308,0.000225705,0.9959895,0.002334301],"study_design_scores_gemma":[0.0004696971,0.00001536555,0.0001671827,0.001001785,0.0001046498,0.00001152083,0.00001417296,0.00001255249,0.0004296962,0.0001465023,0.9972301,0.0003968154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003402948,0.001538538,0.00009516437,0.00009659319,0.001231161,0.0004251154,0.0004964079,0.001386264,0.9946967],"genre_scores_gemma":[0.0005295436,0.0000606966,0.0004700145,0.0001709752,0.000667069,0.0000384065,0.0002816162,0.001394472,0.9963872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01916883,"threshold_uncertainty_score":0.9998548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00972602695307341,"score_gpt":0.2765384359746952,"score_spread":0.2668124090216218,"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."}}