{"id":"W4410495930","doi":"10.15173/ijsap.v9i1.5730","title":"A partnership between an undergraduate student and a university faculty member","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"General partnership; Undergraduate student; Medical education; University faculty; Undergraduate research; Sociology; Pedagogy; Political science; Medicine","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":[0.002546562,0.000114583,0.0001450557,0.0002163524,0.0009233765,0.0006756188,0.0009519028,0.00007029805,0.00005284538],"category_scores_gemma":[0.0006778486,0.0001153705,0.00008884683,0.0001221269,0.0001470522,0.0008398836,0.0001548531,0.0002320254,0.00001499666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004122925,"about_ca_system_score_gemma":0.0003134583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005594456,"about_ca_topic_score_gemma":0.0008872665,"domain_scores_codex":[0.9975311,0.0004642188,0.0002416956,0.0002347379,0.001298874,0.0002294201],"domain_scores_gemma":[0.9986132,0.0003541443,0.0002470713,0.00008625267,0.0004939081,0.0002054459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001519888,0.0002924013,0.8253208,0.000004515166,0.001141393,0.00002827945,0.01567065,0.00008708519,0.000009003521,0.1390685,0.009748829,0.00847653],"study_design_scores_gemma":[0.002250705,0.0001134425,0.1918123,0.0000611407,0.0002006671,0.000005672361,0.02713455,0.00002950782,0.00001167151,0.01279516,0.7653832,0.0002019609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9292908,0.00003026746,0.0007674164,0.03902846,0.001124532,0.0003318438,0.00001578779,0.00005500442,0.02935587],"genre_scores_gemma":[0.9695815,0.00009254258,0.000422715,0.0004514148,0.000303338,0.000004308601,0.00001770435,0.000007265928,0.02911917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7556344,"threshold_uncertainty_score":0.7101959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2321151761549696,"score_gpt":0.6430011291984341,"score_spread":0.4108859530434645,"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."}}