{"id":"W4415225339","doi":"10.15173/ijsap.v9i2.6674","title":"Accessibility, authenticity, and agility","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory action research; Citizen journalism; Best practice; Student engagement; Postgraduate research; Strengths and weaknesses; Authentic learning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004460569,0.00009141568,0.0001688379,0.0002110186,0.0001073532,0.0001847198,0.0002303055,0.00005115661,0.0001029443],"category_scores_gemma":[0.0006461141,0.0000716787,0.0001663055,0.00006656536,0.00008335844,0.0001219083,0.0001183175,0.0001452324,0.00000879825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597764,"about_ca_system_score_gemma":0.0001264965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009717028,"about_ca_topic_score_gemma":0.000004414631,"domain_scores_codex":[0.9988437,0.00002834202,0.0003162537,0.0001819165,0.0005006383,0.0001290969],"domain_scores_gemma":[0.9990842,0.0001826743,0.00008764073,0.00009369569,0.0004392035,0.000112583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000553404,0.000353364,0.9779623,0.00003803749,0.0005874495,0.00001491338,0.0002472082,0.000002781246,0.0002874811,0.002881852,0.004752921,0.01231827],"study_design_scores_gemma":[0.003400487,0.0001684353,0.9389565,0.0001719524,0.00009961055,0.0001119095,0.0004420516,0.00009334219,0.0003447928,0.009304288,0.04682656,0.00008004708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837341,0.0001418366,0.0009345607,0.005164509,0.002964076,0.0003096696,0.00000773326,0.00001916722,0.006724385],"genre_scores_gemma":[0.9859595,0.00009971146,0.0004089171,0.001341442,0.000178092,0.00001631561,0.000006887808,0.000005886567,0.01198319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04207364,"threshold_uncertainty_score":0.2922972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415069649584127,"score_gpt":0.5625103926662581,"score_spread":0.5283596961704169,"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."}}