{"id":"W7106841806","doi":"10.60770/pvgx-rf60","title":"Session 5: student partners","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":[0.0002614024,0.0004671518,0.0005278635,0.0004848828,0.00006236243,0.0000761761,0.0005016998,0.0004337116,0.01476319],"category_scores_gemma":[0.00009124761,0.0004067971,0.0001793799,0.0003612716,0.00007574289,0.00003088868,0.0003326143,0.0003484872,0.03220122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002632755,"about_ca_system_score_gemma":0.0002725704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004944606,"about_ca_topic_score_gemma":0.0003400959,"domain_scores_codex":[0.9976193,0.0001492159,0.0003340736,0.0007291562,0.0007314494,0.0004367585],"domain_scores_gemma":[0.9982982,0.00004181163,0.0003633451,0.001112597,0.00004912264,0.0001348899],"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":[0.00001445427,0.0001376471,0.001252401,0.00007826775,0.0002184511,0.0001108201,0.00008878986,0.000005614704,0.0001776161,0.0003996053,0.9965087,0.001007689],"study_design_scores_gemma":[0.0007007364,0.00001991933,0.0006199467,0.000756099,0.0001453559,0.000003638661,0.00008977642,0.000004737219,0.0001448569,0.00005039569,0.9970455,0.0004190242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001015821,0.001150342,0.00004160523,0.00009328598,0.001381531,0.0006622344,0.0001635128,0.001252191,0.9951537],"genre_scores_gemma":[0.00112743,0.00005561981,0.0002858093,0.0002105085,0.0005121205,0.00009914375,0.0001629074,0.001245012,0.9963015],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01743803,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064119094400518,"score_gpt":0.3789442129043798,"score_spread":0.3583030219603746,"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."}}