{"id":"W3097935746","doi":"10.1186/s12961-020-00630-9","title":"Conceptualising characteristics of resources withdrawal from medical services: a systematic qualitative synthesis","year":2020,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; St. Francis Xavier University; Dalhousie University","funders":"","keywords":"Disinvestment; Rationing; Resource (disambiguation); Health services research; Government (linguistics); Medicine; Health administration; Health economics; Grey literature; Public health; Qualitative research; Public relations; Public economics; Health care; Nursing; MEDLINE; Sociology; Economics; Computer science; Political science; Social science; Microeconomics; Economic growth; Incentive","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1277181,0.001217741,0.00320829,0.01947827,0.004010234,0.008378551,0.003059161,0.002196311,0.00431606],"category_scores_gemma":[0.1741005,0.00113698,0.002464272,0.02391363,0.009550893,0.0124442,0.008498597,0.002973132,0.0003252804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03176636,"about_ca_system_score_gemma":0.04639543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334496,"about_ca_topic_score_gemma":0.01631075,"domain_scores_codex":[0.8999053,0.0748133,0.01227798,0.002939958,0.0078431,0.002220304],"domain_scores_gemma":[0.7741793,0.1983211,0.009310532,0.002979234,0.01404066,0.001169188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002900721,0.00008353963,0.007060172,0.108432,0.0003827235,0.0008038653,0.756964,0.001247403,0.00098649,0.04052184,0.003210629,0.0800173],"study_design_scores_gemma":[0.00009891283,0.0001726583,0.005100432,0.1023367,0.0005636999,0.0003663583,0.8282721,0.001104953,0.0009980301,0.02230113,0.03857039,0.0001146584],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5682245,0.1337325,0.151534,0.03201685,0.001041672,0.06215805,0.01800121,0.000227388,0.03306374],"genre_scores_gemma":[0.8268319,0.03972884,0.08661802,0.002534032,0.00006188363,0.04009427,0.002422725,0.0001037355,0.001604575],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1277181,"threshold_uncertainty_score":0.6754458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.846879893834718,"score_gpt":0.6604581830941622,"score_spread":0.1864217107405558,"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."}}