{"id":"W4410721519","doi":"10.3390/life15060847","title":"Pain in the Forecast: Investigating Weather Sensitivity Before and After Total Knee Arthroplasty","year":2025,"lang":"en","type":"article","venue":"Life","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Sensitivity (control systems); Total knee arthroplasty; Arthroplasty; Medicine; Environmental science; Physical therapy; Surgery; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006914934,0.0002062936,0.0003583835,0.0008221075,0.0002982597,0.0005014768,0.0002117929,0.0003296894,0.001314576],"category_scores_gemma":[0.003684469,0.0001476111,0.0003713782,0.0006168364,0.0002631099,0.0004862213,0.0005155492,0.000426656,0.0001837303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473392,"about_ca_system_score_gemma":0.0002402861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002479771,"about_ca_topic_score_gemma":0.00366623,"domain_scores_codex":[0.999482,0.0001585461,0.00008335118,0.00006213196,0.0001005003,0.0001134853],"domain_scores_gemma":[0.997219,0.0005044,0.001636556,0.00006573235,0.0002356929,0.000338513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001809394,0.00004840284,0.997053,0.0000216423,0.00002553325,0.0001091403,0.0001452129,0.00003276912,0.0001966078,0.000004165658,0.00003918078,0.002143298],"study_design_scores_gemma":[0.000002583512,0.0002305398,0.9991983,0.000004158171,0.000009926015,0.0002211872,0.0001823249,0.00005737742,0.00003023428,0.000003969946,0.00005659382,0.000002769896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992765,0.0002637256,0.00005688879,0.00002230984,0.000006646805,0.000009329654,0.00009350359,0.000001261477,0.0002698795],"genre_scores_gemma":[0.9996902,0.00009228434,0.00004615416,0.00001060432,0.00001210466,0.000005379934,0.00009588963,4.88297e-7,0.00004678001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002479771,"threshold_uncertainty_score":0.004930735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331934435940382,"score_gpt":0.2638264094532481,"score_spread":0.2405070650938443,"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."}}