{"id":"W4410496463","doi":"10.15173/ijsap.v9i1.5969","title":"Student Partnership Impact Awards (SPIA)","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Family and Disability Support Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Westminster; University of Bath; University of Roehampton; Edge Hill University","keywords":"General partnership; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0277414,0.0006882656,0.0007851016,0.003246679,0.004243467,0.008790565,0.002398227,0.002560915,0.06058431],"category_scores_gemma":[0.04626768,0.0006528629,0.001260477,0.002457527,0.002054299,0.003570809,0.01934289,0.004880046,0.01855138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003662274,"about_ca_system_score_gemma":0.01897207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751184,"about_ca_topic_score_gemma":0.006246283,"domain_scores_codex":[0.9770857,0.005725461,0.001021213,0.0008089558,0.01079329,0.004565497],"domain_scores_gemma":[0.9334515,0.005133234,0.002394271,0.003482894,0.01813863,0.03739939],"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":[0.0002174726,0.0006673135,0.006000982,0.0003601387,0.00005134133,0.000296849,0.001019681,0.0004383881,0.0004381885,0.0602273,0.5870191,0.3432634],"study_design_scores_gemma":[0.0001005778,0.0005434254,0.007774835,0.0001405421,0.00001076857,0.0003170026,0.0006205412,0.0003707066,0.0004162872,0.005818728,0.9838462,0.00004031793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08597858,0.009585193,0.03362723,0.0613181,0.06338451,0.004597325,0.00530838,0.004828012,0.7313727],"genre_scores_gemma":[0.3780305,0.005297611,0.02025326,0.008395938,0.0051081,0.002345975,0.00417554,0.000981917,0.5754113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06058431,"threshold_uncertainty_score":0.2026747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09301251675193775,"score_gpt":0.6606001873955029,"score_spread":0.5675876706435651,"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."}}