{"id":"W2034170888","doi":"10.1513/annalsats.201309-327rm","title":"Integrating Patients into Meaningful Real-World Research","year":2014,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University; Royal Victoria Hospital","funders":"","keywords":"Medicine; MEDLINE; Intensive care medicine; Data science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003168408,0.0001914917,0.0004681876,0.0001057609,0.002128555,0.00001260952,0.001464069,0.00009415408,0.0000400549],"category_scores_gemma":[0.003401755,0.0001394568,0.0002975955,0.001899926,0.001004456,0.000142354,0.001199214,0.00176094,0.00008208335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261357,"about_ca_system_score_gemma":0.000361578,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01474489,"about_ca_topic_score_gemma":0.001243474,"domain_scores_codex":[0.9907359,0.006291813,0.0009155351,0.000366139,0.0009150791,0.0007755008],"domain_scores_gemma":[0.9904388,0.003853472,0.001399629,0.001928506,0.00219453,0.0001850258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001024849,0.0001349217,0.7736431,0.0004214788,0.00006822303,4.403962e-8,0.06530873,0.00000763681,0.0001813459,0.004528729,0.06743663,0.08816664],"study_design_scores_gemma":[0.0006496883,0.0007724423,0.692094,0.00221626,0.00003836655,1.807514e-7,0.1426862,0.002067846,0.001665519,0.03059112,0.1266005,0.000617988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959641,0.0002002448,0.0001174447,0.02074915,0.0004827706,0.001551239,0.0000200794,0.0001383333,0.01709977],"genre_scores_gemma":[0.9849803,0.0002914676,0.007144933,0.00625824,0.000173638,0.000292064,0.00001710122,0.00004853409,0.0007937631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08754865,"threshold_uncertainty_score":0.9991705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4905072378020471,"score_gpt":0.5841693638607103,"score_spread":0.0936621260586632,"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."}}