{"id":"W2480648395","doi":"10.1016/j.socscimed.2016.08.002","title":"Transfusing our lifeblood: Reframing research impact through inter-disciplinary collaboration between health geography and nurse education","year":2016,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Economic and Social Research Council","keywords":"Cognitive reframing; Discipline; Human geography; Sociology; Medicine; Social science; Psychology; Social psychology","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":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.343643,0.001838213,0.003225048,0.009861442,0.04718509,0.06658139,0.01286825,0.02165565,0.009823393],"category_scores_gemma":[0.3865855,0.002397895,0.001900934,0.007805937,0.08802668,0.08575615,0.1057082,0.04540768,0.002260343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02373721,"about_ca_system_score_gemma":0.1235901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01052269,"about_ca_topic_score_gemma":0.03034557,"domain_scores_codex":[0.6524956,0.3024618,0.007991531,0.008804625,0.01666583,0.01158062],"domain_scores_gemma":[0.3595291,0.4900672,0.01569656,0.03431843,0.04324625,0.05714243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009312572,0.0002646764,0.0057508,0.002160438,0.0002509048,0.0009131076,0.7244539,0.0002018944,0.0006257555,0.09533592,0.08215743,0.08779217],"study_design_scores_gemma":[0.00004695832,0.00009960188,0.001584793,0.003943404,0.00009929242,0.0004169827,0.6109843,0.0001965377,0.0003441018,0.1287457,0.2534226,0.0001158061],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01579628,0.02133593,0.014888,0.9181227,0.01377196,0.0001585935,0.00008123711,0.0002099512,0.01563535],"genre_scores_gemma":[0.4775246,0.02352426,0.04657781,0.4338141,0.008360739,0.001306121,0.0001598121,0.0009891948,0.007743283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.343643,"threshold_uncertainty_score":0.809405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202778107252436,"score_gpt":0.5947265241968256,"score_spread":0.474448713471582,"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."}}