{"id":"W2122543737","doi":"10.1016/j.healthpol.2015.10.006","title":"Valuing technology: A qualitative interview study with physicians about insulin pump therapy for children with type 1 diabetes","year":2015,"lang":"en","type":"article","venue":"Health Policy","topic":"Diabetes Management and Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health; University of Toronto; SickKids Foundation; Institute for Clinical Evaluative Sciences; Hospital for Sick Children","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Insulin pump; Warrant; Socioeconomic status; Medicine; Qualitative research; Diabetes management; Health technology; Type 1 diabetes; Public relations; Value (mathematics); Psychology; Type 2 diabetes; Business; Population; Diabetes mellitus; Health care; Environmental health; Political science; Sociology; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001229275,0.000184055,0.0004774005,0.0004572315,0.0001158294,0.00002643993,0.0001626814,0.00004760814,0.000005078703],"category_scores_gemma":[0.0001357168,0.000114557,0.00003323967,0.001162092,0.0001500772,0.00007366681,0.00005688854,0.0002305166,0.00002516773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448825,"about_ca_system_score_gemma":0.0006226729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002642986,"about_ca_topic_score_gemma":0.00008481369,"domain_scores_codex":[0.9982834,0.0002177247,0.0002346902,0.0003062946,0.0003326588,0.000625164],"domain_scores_gemma":[0.9989511,0.00006432874,0.0001412128,0.0003491646,0.0003070198,0.000187112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00154972,0.003788425,0.1913641,0.001043943,0.002119358,0.00000587718,0.07720318,0.00001130765,0.00003634127,0.002546148,0.008736575,0.7115951],"study_design_scores_gemma":[0.06000645,0.2115871,0.5644677,0.004525944,0.0003645628,0.00000663327,0.09467831,0.0004441408,0.0005631627,0.00480308,0.05716683,0.001386081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610277,0.002230464,0.0001001359,0.03178212,0.00003110767,0.0041786,0.0000112281,0.0001485864,0.0004900796],"genre_scores_gemma":[0.9918602,0.0001799797,0.0008163555,0.005489101,0.000294425,0.0003987986,0.00003776901,0.00005738019,0.0008659996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.710209,"threshold_uncertainty_score":0.4671497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090198981265429,"score_gpt":0.4694668463414327,"score_spread":0.3604469482148898,"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."}}