{"id":"W4411021028","doi":"10.5770/cgj.28.826","title":"Creation of a Rehabilitation Prediction Rule: a Prioritization Procedure","year":2025,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Medicine; Rehabilitation; Prioritization; Acute care; Inpatient care; Activities of daily living; Health care; Intensive care medicine; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.0008168588,0.0001004792,0.0001950134,0.001069159,0.0007325503,0.00002441168,0.0001072992,0.0002488909,0.0001475805],"category_scores_gemma":[0.001322201,0.0001028865,0.00007586359,0.001153172,0.00003444536,0.0001852057,0.0000104431,0.000417858,0.00001173545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059752,"about_ca_system_score_gemma":0.004683386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006264547,"about_ca_topic_score_gemma":0.009789078,"domain_scores_codex":[0.9984413,0.0002306909,0.0006523665,0.0001510222,0.0001972825,0.0003273186],"domain_scores_gemma":[0.9981349,0.0002220531,0.0003238075,0.0001491272,0.0009392776,0.0002309054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002160599,0.000085659,0.491965,0.00113487,0.00009200948,0.000007965914,0.01497785,0.0001877471,0.0008947129,0.008258847,0.4400965,0.04208282],"study_design_scores_gemma":[0.002317049,0.000290828,0.8657494,0.0008019679,0.0002448328,0.00002555556,0.01278454,0.0004624744,0.0000537972,0.01690438,0.1001266,0.0002386134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186761,0.00227523,0.009074657,0.01271521,0.01051473,0.00187596,0.0002068152,0.0001124911,0.04454881],"genre_scores_gemma":[0.9949985,0.000197911,0.001623153,0.0002044228,0.0007144561,0.00003437614,0.00007095672,0.00001721428,0.00213899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3737844,"threshold_uncertainty_score":0.9470164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158861464487257,"score_gpt":0.3266017680510105,"score_spread":0.3150131534061379,"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."}}