{"id":"W2978851090","doi":"10.1016/j.hcl.2019.07.009","title":"Collaboration in Outreach","year":2019,"lang":"en","type":"article","venue":"Hand Clinics","topic":"Global Health and Surgery","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Tourniquet; Outreach; Hand surgery; Sedation; Surgery; Nursing; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002652199,0.00003705905,0.0001416247,0.00003297163,0.00001191999,0.000007571513,0.00001412583,0.00007039578,0.0001122575],"category_scores_gemma":[0.000106491,0.00003145971,0.00002273206,0.0001502781,0.000008690662,0.00002848554,0.000004912818,0.0000842106,0.0004674837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002622537,"about_ca_system_score_gemma":0.000178101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827871,"about_ca_topic_score_gemma":0.00006397928,"domain_scores_codex":[0.9994821,0.0000165191,0.0001905137,0.0000922553,0.00008461757,0.0001340232],"domain_scores_gemma":[0.9996653,0.00006450701,0.00002856076,0.0001166177,0.00004783649,0.0000771741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002282991,0.0001033994,0.9840079,0.00006907066,0.000002891916,0.00001568751,0.0001493008,0.00000261928,0.00006698591,0.0004426875,0.00439659,0.0105146],"study_design_scores_gemma":[0.004295597,0.0004668883,0.5070438,0.0001734704,0.00001696158,0.00001118048,0.0007087075,0.00121358,0.0001965434,0.0005387866,0.4852078,0.000126671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831142,0.0002625999,0.000005693904,0.001026301,0.000486129,0.0001790294,0.000002853546,0.00001112234,0.01491211],"genre_scores_gemma":[0.9944566,0.0001119542,0.00009081978,0.002137945,0.00006022292,0.000003264947,0.00002222708,0.000003963531,0.003113016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4808112,"threshold_uncertainty_score":0.6008713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960248961183053,"score_gpt":0.3701894065129094,"score_spread":0.3505869169010788,"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."}}