{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008326938,0.00056811,0.001401343,0.0008670901,0.002777357,0.0004975545,0.0006383109,0.0008005263,0.0005138983],"category_scores_gemma":[0.001063791,0.0005344321,0.0001030016,0.001681625,0.000195623,0.002321657,0.0008637329,0.003379658,0.002358533],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002739826,"about_ca_system_score_gemma":0.009516325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7224246,"about_ca_topic_score_gemma":0.02359816,"domain_scores_codex":[0.9699075,0.02082548,0.002511614,0.001665246,0.001902554,0.003187612],"domain_scores_gemma":[0.986211,0.005422842,0.001574955,0.002096376,0.001772892,0.002921956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000336195,0.0004223941,0.2526365,0.02499207,0.0002421253,0.00003267502,0.3532862,6.988701e-7,0.0001082077,0.02482962,0.009289366,0.3338239],"study_design_scores_gemma":[0.001203026,0.0005072387,0.03581318,0.009497102,0.00001061244,0.000006325628,0.1395055,0.0004289307,0.000006433828,0.002718927,0.8098013,0.0005014013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5371761,0.05601488,0.00001297492,0.399099,0.002919051,0.003437897,0.0006638166,0.0002515092,0.0004247302],"genre_scores_gemma":[0.8186511,0.02400308,0.0005546301,0.1526142,0.002434074,0.0004525767,0.000521895,0.0001785635,0.0005898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.800512,"threshold_uncertainty_score":0.9997107,"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."}}