{"id":"W2095628659","doi":"10.1186/1478-4505-12-43","title":"Advancing the application of systems thinking in health: advice seeking behavior among primary health care physicians in Pakistan","year":2014,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of Waterloo","funders":"Alliance for Health Policy and Systems Research; International Development Research Centre; World Health Organization","keywords":"Referral; Qualitative research; Nursing; Medicine; Stakeholder; Medical education; Public relations; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005958922,0.0002319532,0.0001779932,0.001366176,0.004290802,0.003810689,0.0006655367,0.0008602779,0.0009917279],"category_scores_gemma":[0.005721077,0.0002219492,0.0001833907,0.001408037,0.005334603,0.001897756,0.002032944,0.00118839,0.00006361731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006982528,"about_ca_system_score_gemma":0.01481801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02581427,"about_ca_topic_score_gemma":0.0350237,"domain_scores_codex":[0.9967429,0.002035801,0.0001253847,0.0002017997,0.0004691863,0.0004249341],"domain_scores_gemma":[0.9898666,0.007507776,0.001143175,0.0001594491,0.0007073119,0.00061569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004152191,0.0001989541,0.1479567,0.0006619071,0.00002157365,0.001580261,0.7780181,0.0006345441,0.001225111,0.006441813,0.001005846,0.06221369],"study_design_scores_gemma":[0.00002055644,0.0003305183,0.1103927,0.0006459273,0.00002733124,0.0008311893,0.8638706,0.001526127,0.000711392,0.006848777,0.01475548,0.00003945258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775353,0.001083628,0.002474979,0.007738586,0.00002735293,0.0001199068,0.00002917683,0.0000128292,0.0109782],"genre_scores_gemma":[0.9974679,0.0005108484,0.001572156,0.000238918,0.000006419602,0.00001907568,0.000004528184,0.00000101229,0.0001792467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02581427,"threshold_uncertainty_score":0.051328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06254037312556918,"score_gpt":0.4273681104673432,"score_spread":0.3648277373417741,"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."}}