{"id":"W3100281001","doi":"10.2196/21832","title":"Health Professional Student Placements and Workforce Location Outcomes: Protocol of an Observational Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Observational study; Medicine; Nursing; Rural area; Baseline (sea); Data collection; Work (physics); Protocol (science); Rural health; Medical education; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05812449,0.002429641,0.003566537,0.003932773,0.005268324,0.002755415,0.003031891,0.003487253,0.02023732],"category_scores_gemma":[0.02993816,0.002751967,0.003551279,0.004433428,0.002374586,0.003016491,0.002734848,0.004690281,0.006270187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007628386,"about_ca_system_score_gemma":0.0408499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01601174,"about_ca_topic_score_gemma":0.02383088,"domain_scores_codex":[0.9766043,0.0118393,0.004907449,0.002195716,0.002726699,0.001726533],"domain_scores_gemma":[0.9766936,0.004370412,0.003616488,0.003585886,0.009347209,0.002386439],"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":[0.1539742,0.1168558,0.1970364,0.04927046,0.003060773,0.004849232,0.03147982,0.01309066,0.01056711,0.01993367,0.1364945,0.2633873],"study_design_scores_gemma":[0.1582273,0.1020305,0.3724203,0.02117287,0.001481247,0.001280567,0.02668104,0.009864906,0.005531066,0.01358824,0.2864942,0.001227899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005342567,0.0001006642,0.002459028,0.0001059803,0.0001060689,0.9886602,0.002531132,0.00003185885,0.0006624696],"genre_scores_gemma":[0.00324032,0.00007149339,0.003157514,0.00009054969,0.00001788433,0.9927391,0.000480683,0.000002910105,0.0001994887],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05812449,"threshold_uncertainty_score":0.3073954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5843893402921381,"score_gpt":0.7070192545324909,"score_spread":0.1226299142403529,"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."}}