{"id":"W3003312430","doi":"10.12927/hcpol.2019.26075","title":"What Is Missing from “Patient Oriented Research”? A View from Public Health Systems and Services","year":2019,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Royal Roads University; University of Victoria","funders":"","keywords":"Public health; Health services; Data science; Computer science; Medicine; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3406512,0.001597997,0.004558638,0.006735633,0.01534321,0.04327385,0.009642482,0.0430609,0.003834782],"category_scores_gemma":[0.3086675,0.001787922,0.003159871,0.005949131,0.1526674,0.08979633,0.02275635,0.07776097,0.0009101025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0349373,"about_ca_system_score_gemma":0.09112553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296565,"about_ca_topic_score_gemma":0.01659992,"domain_scores_codex":[0.6459154,0.2900675,0.01349926,0.01154658,0.03044859,0.008522664],"domain_scores_gemma":[0.4544142,0.4545093,0.01266001,0.02195442,0.03492574,0.02153631],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001035669,0.0001145589,0.001173612,0.003744034,0.0001451122,0.0002572963,0.02433852,0.0003330639,0.0001831836,0.8149898,0.1101469,0.04447035],"study_design_scores_gemma":[0.0000930252,0.0001454026,0.0006085543,0.007848122,0.00007622234,0.0003030876,0.02018751,0.0003110451,0.0001870935,0.6974394,0.2727054,0.00009513881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002323834,0.01314245,0.001370046,0.9821415,0.001877426,0.00001346366,0.000009925397,0.000007767714,0.00120517],"genre_scores_gemma":[0.06488379,0.03449771,0.007816571,0.874974,0.01631121,0.0003273419,0.00004331174,0.00008168153,0.001064399],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6593487,"threshold_uncertainty_score":0.8130944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7151491205037385,"score_gpt":0.6156732445078804,"score_spread":0.09947587599585805,"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."}}