{"id":"W7106823843","doi":"10.60770/3rhc-an60","title":"Session 10: Sarah Bunnell (Elon University) and Joshua Hill (MRU), interviewed by Sally Haney","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":"Session (web analytics); George (robot)","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":[0.0004830129,0.0008899359,0.001039589,0.00128069,0.0001551873,0.0001281629,0.0008289024,0.0009679183,0.0103704],"category_scores_gemma":[0.0001848761,0.0009085546,0.0002585011,0.0008635256,0.00023778,0.0001598595,0.0008333818,0.0006574123,0.006935221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004856308,"about_ca_system_score_gemma":0.000326418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255588,"about_ca_topic_score_gemma":0.001286059,"domain_scores_codex":[0.9963335,0.0005657649,0.0004966229,0.00141392,0.0005296768,0.0006605429],"domain_scores_gemma":[0.9974207,0.0001175658,0.0007341727,0.001235744,0.0001559694,0.0003358058],"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":[0.00014568,0.0001564305,0.000202881,0.0004184686,0.0002933409,0.0002425655,0.0001087366,0.000002145645,0.003008331,0.0001511294,0.9925911,0.002679121],"study_design_scores_gemma":[0.00154832,0.00009981317,0.0001192401,0.002381252,0.0003323859,0.00002034178,0.0001078768,0.000076005,0.0005782964,0.00005219791,0.9937974,0.0008868428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006855172,0.005165677,0.0002859539,0.0003382614,0.0009514858,0.001004579,0.001863047,0.001295763,0.9884097],"genre_scores_gemma":[0.001279874,0.0007024527,0.0003555569,0.0002514227,0.0002030729,0.00000526193,0.0009027909,0.001025612,0.9952739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006864242,"threshold_uncertainty_score":0.9993365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006912160577112437,"score_gpt":0.2133303902101915,"score_spread":0.206418229633079,"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."}}