{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.399396,0.001756895,0.003395649,0.007586882,0.009550758,0.03602844,0.005965826,0.009593124,0.005071464],"category_scores_gemma":[0.3519622,0.001633511,0.002140509,0.004784511,0.03560724,0.0339353,0.04741574,0.01963875,0.001547211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009633698,"about_ca_system_score_gemma":0.0405249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008646214,"about_ca_topic_score_gemma":0.00138564,"domain_scores_codex":[0.4295297,0.5174288,0.01481656,0.01011029,0.0243714,0.003743277],"domain_scores_gemma":[0.5400878,0.3360914,0.02400675,0.04630431,0.02671605,0.02679376],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006193371,0.001482369,0.0335995,0.006180505,0.001232598,0.001221998,0.1727486,0.001899307,0.001763647,0.2811273,0.0561885,0.4419364],"study_design_scores_gemma":[0.0003434682,0.001061144,0.00567383,0.008486204,0.0004774689,0.0008178539,0.07564684,0.001354599,0.001406245,0.5594167,0.3450642,0.0002514777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04183666,0.0383714,0.1487099,0.679478,0.007956294,0.00346297,0.0007742181,0.0006131308,0.07879734],"genre_scores_gemma":[0.5140375,0.02857188,0.2657304,0.1668879,0.009885996,0.009387352,0.0007686451,0.0004411696,0.004289154],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.399396,"threshold_uncertainty_score":0.7406517,"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."}}