{"id":"W4396858593","doi":"10.15173/ijsap.v8i1.5607","title":"students-as-partner experience","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Psychology; Mathematics education","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00136301,0.0001342147,0.0001142305,0.0001752,0.0007213668,0.002438169,0.00140083,0.00005994833,0.002552269],"category_scores_gemma":[0.0003337785,0.0001212521,0.0001696162,0.0001607894,0.000112968,0.0008305242,0.0001339347,0.0002713593,0.0007432669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004602976,"about_ca_system_score_gemma":0.0003551818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003714774,"about_ca_topic_score_gemma":0.00007783801,"domain_scores_codex":[0.9965501,0.0001249297,0.0003556282,0.0002635449,0.002366426,0.000339337],"domain_scores_gemma":[0.9989327,0.0002238233,0.0001069478,0.0001045174,0.000366717,0.0002653082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000237617,0.001157028,0.08017319,0.00001702096,0.001816594,0.0004389127,0.2065989,0.000144694,0.0001633604,0.3376957,0.3369163,0.03464066],"study_design_scores_gemma":[0.0003613482,0.00005947427,0.00277754,0.00006200317,0.00002785356,0.00002940729,0.01915072,0.000007511491,0.00004054619,0.003386828,0.9739462,0.0001506182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8813374,0.0005149319,0.0006081889,0.01889194,0.02963391,0.0004909473,0.00001191381,0.0001393332,0.06837144],"genre_scores_gemma":[0.8955003,0.0008403881,0.0001453662,0.001221019,0.001755772,0.0001094574,0.000007109449,0.00001965043,0.1004009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6370298,"threshold_uncertainty_score":0.9985974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09994434719497766,"score_gpt":0.6248259866873188,"score_spread":0.5248816394923411,"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."}}