{"id":"W4415503646","doi":"10.1080/17549507.2025.2573342","title":"Does a champion-led implementation toolkit have the potential to improve aphasia guideline adherence? Results from a feasibility study","year":2025,"lang":"en","type":"article","venue":"International Journal of Speech-Language Pathology","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Rehabilitation","funders":"National Health and Medical Research Council","keywords":"Aphasia; Guideline; MEDLINE","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00658789,0.0002122914,0.0004097072,0.0004920323,0.0003798669,0.0000632447,0.001209313,0.0001220313,0.001414968],"category_scores_gemma":[0.004865285,0.000123753,0.0001310409,0.0003207639,0.00008510998,0.0002789505,0.0004393553,0.0007078466,0.00009035962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005852752,"about_ca_system_score_gemma":0.001199168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003926716,"about_ca_topic_score_gemma":0.008121696,"domain_scores_codex":[0.9933531,0.001687009,0.003011466,0.0004693654,0.0009725724,0.0005065129],"domain_scores_gemma":[0.9943048,0.00146598,0.001600148,0.0004970311,0.001942173,0.0001899053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.007642941,0.001122132,0.2204739,0.00005117351,0.0008561987,0.003912457,0.2991371,0.00009717688,0.1107978,0.0004203591,0.06716748,0.2883213],"study_design_scores_gemma":[0.02818636,0.002020539,0.5270035,0.0002674707,0.0002122394,0.0001821741,0.4088154,0.0002967146,0.004219465,0.006115059,0.02216521,0.0005158127],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207293,0.00002063624,0.008355929,0.06140087,0.006254344,0.001828399,0.0009828961,0.00002669565,0.0004008932],"genre_scores_gemma":[0.9744708,0.00001197194,0.004403926,0.01846652,0.001722877,0.00009941759,0.00005664413,0.00001346095,0.0007543642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3065296,"threshold_uncertainty_score":0.9994979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394262962551447,"score_gpt":0.6130137685617071,"score_spread":0.4735874723065623,"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."}}