{"id":"W2960918902","doi":"10.1503/cmaj.109-5773","title":"Compassion and efficiency not mutually exclusive in health care","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compassion; Health care; Medicine; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008271868,0.0001405483,0.0004100876,0.000336125,0.0009767581,0.00003619315,0.0002374936,0.0006027988,0.003142881],"category_scores_gemma":[0.005466854,0.0001298693,0.00004328782,0.0003227943,0.0000351245,0.0002448445,0.00005699492,0.003532725,0.0004982959],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004187335,"about_ca_system_score_gemma":0.01746131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02733616,"about_ca_topic_score_gemma":0.2006476,"domain_scores_codex":[0.9921977,0.003950997,0.001156233,0.0002614389,0.001405663,0.001027994],"domain_scores_gemma":[0.9941626,0.001816481,0.0008321507,0.0001491129,0.0004440231,0.002595635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003323956,0.00003310679,0.911307,0.0003640606,0.00002037645,0.0001223382,0.03010298,0.000004751209,0.000006804109,0.002538368,0.02419228,0.03127465],"study_design_scores_gemma":[0.002293352,0.0001784378,0.5671144,0.000965287,0.000004912145,0.00004148334,0.04563905,0.0003152085,9.703873e-7,0.0001223326,0.3831068,0.0002178502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7449366,0.0006863289,0.00003097037,0.2468927,0.002155438,0.0006027379,0.00003109083,0.00002127177,0.0046429],"genre_scores_gemma":[0.8973059,0.000291585,0.0001088079,0.1009424,0.0008038385,0.00001204519,0.0000106949,0.00001888746,0.0005058764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3589145,"threshold_uncertainty_score":0.9996354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806489918577812,"score_gpt":0.4780813257080721,"score_spread":0.2974323338502909,"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."}}