{"id":"W2814423053","doi":"10.2196/10168","title":"Postoperative Home Monitoring After Joint Replacement: Feasibility Study","year":2018,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Western University","funders":"University of Ottawa","keywords":"Medicine; Observational study; Joint replacement; Knee replacement; Total hip replacement; Prospective cohort study; Hip replacement; Arthroplasty; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006040318,0.0004370949,0.0007805614,0.0002189188,0.0002996848,0.00003692128,0.00009102892,0.00007407809,0.00426787],"category_scores_gemma":[0.0001237737,0.0002785339,0.00009328569,0.000392631,0.000508416,0.0001440022,0.0001326745,0.0002795604,0.0004114398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004040514,"about_ca_system_score_gemma":0.0000939209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001141468,"about_ca_topic_score_gemma":0.00009056786,"domain_scores_codex":[0.9973024,0.0002082016,0.0005710351,0.0008025222,0.000654423,0.0004614362],"domain_scores_gemma":[0.9982622,0.00003177898,0.00007647881,0.0007748416,0.0005286658,0.0003260616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004269001,0.00354959,0.8780776,0.0001028633,0.0007249496,0.000699216,0.08692806,4.810032e-7,0.01629836,0.0001467299,0.00612821,0.003074965],"study_design_scores_gemma":[0.01169749,0.02853611,0.913233,0.0004156963,0.0002827058,0.00004527505,0.02109242,0.00004066538,0.00341296,0.000009231701,0.02085253,0.0003819483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767143,0.0002304539,0.0000606003,0.01089453,0.0005455659,0.004935486,0.0000046367,0.0001543046,0.006460195],"genre_scores_gemma":[0.9818919,0.00001475858,0.0006925407,0.0009258304,0.001444889,0.001040703,0.00001621502,0.00004107392,0.01393211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06583564,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05653261678676851,"score_gpt":0.3653188475814878,"score_spread":0.3087862307947193,"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."}}