{"id":"W2007510005","doi":"10.2165/11599550-000000000-00000","title":"Multi-Compartment Compliance Aids: Friend or Foe?","year":2012,"lang":"en","type":"letter","venue":"Drugs & Aging","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Bruyère","funders":"","keywords":"Medicine; Compartment (ship); Compliance (psychology); Pharmacotherapy; Intensive care medicine; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002408398,0.0004369632,0.0007372355,0.0001497912,0.0001413343,0.00004525206,0.0003786685,0.0003127313,0.004564574],"category_scores_gemma":[0.00005034358,0.0003450941,0.0001697575,0.0002435389,0.0001309523,0.0001184016,0.0000948075,0.001589166,0.008371893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734478,"about_ca_system_score_gemma":0.000213611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005623621,"about_ca_topic_score_gemma":0.000001660763,"domain_scores_codex":[0.9973144,0.00007398582,0.0005226657,0.0006094488,0.0007147398,0.0007647864],"domain_scores_gemma":[0.9982208,0.0001288424,0.0003324836,0.0009379201,0.000133519,0.0002464432],"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":[0.00001970154,0.00009996589,0.0009736682,0.000615407,0.00009789886,0.0002538764,0.0009911959,3.140061e-7,0.00007125606,0.00001297098,0.9897021,0.007161667],"study_design_scores_gemma":[0.001268741,0.00005099469,0.001049726,0.00167942,0.0001781242,0.0001204261,0.0002075069,0.000227447,0.0001509681,0.00001765403,0.9946604,0.0003885619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003215616,0.005786973,0.006158805,0.9470591,0.003468672,0.002314656,0.00008287226,0.0006341632,0.03127912],"genre_scores_gemma":[0.02148064,0.0001357402,0.01216809,0.8406958,0.006463671,0.0003313028,0.0007465067,0.0001098498,0.1178684],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1063633,"threshold_uncertainty_score":0.9999001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334931823614777,"score_gpt":0.3644188128509318,"score_spread":0.2309256304894541,"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."}}