{"id":"W4392095316","doi":"10.1302/3114-240568","title":"The Future State of the Bone and Joint Health SCN – Rapid Access Clinics (RACs), Prehabilitation, and Facilitated Access to Specialized Treatment (FAST)","year":2024,"lang":"en","type":"dataset","venue":"OrthoMedia","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; Joint (building); State (computer science); Free access; Computer science; Medicine; Physical therapy; World Wide Web; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008840372,0.0004534941,0.001088279,0.0002356808,0.0002477313,0.0002374397,0.0002843697,0.0002144617,0.0001117544],"category_scores_gemma":[0.0005661095,0.0002241926,0.000200671,0.0005013259,0.0003744959,0.0001195069,0.0003861984,0.0005586256,0.00003051182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001441696,"about_ca_system_score_gemma":0.0008234275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002477017,"about_ca_topic_score_gemma":0.004060827,"domain_scores_codex":[0.9970511,0.0003082418,0.001041163,0.0006394155,0.0005571191,0.0004029908],"domain_scores_gemma":[0.9973549,0.0006121605,0.0004627579,0.0009822362,0.0001900598,0.0003978417],"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":[0.0004114577,0.000101014,0.001341003,0.001110543,0.0002201555,0.00001693021,0.002123185,0.000001565274,0.000003430725,0.000002400735,0.8576301,0.1370382],"study_design_scores_gemma":[0.001073788,0.0006842354,0.109566,0.0003900004,0.0002363665,0.00001664665,0.0003375455,0.000003410185,0.00001268526,0.0001742658,0.8873294,0.0001756477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.03746977,0.01827576,0.000003256139,0.02237331,0.002051892,0.003163493,0.9165975,0.00003784453,0.000027142],"genre_scores_gemma":[0.003518637,0.1167496,0.0002253823,0.003910037,0.003134094,0.0005984821,0.8701469,0.0001308192,0.001586154],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1368625,"threshold_uncertainty_score":0.9142309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02740591454801045,"score_gpt":0.3564348726506048,"score_spread":0.3290289581025943,"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."}}