{"id":"W2512789417","doi":"10.2196/mededu.5318","title":"A Virtual Community of Practice for General Practice Training: A Preimplementation Survey","year":2016,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Test (biology); Medical education; Psychology; Applied psychology; Medicine","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":[0.004167022,0.0001895209,0.0002328686,0.0009027571,0.0009185991,0.0007996911,0.0004330334,0.0005660761,0.002147584],"category_scores_gemma":[0.008163879,0.0004669485,0.0003271196,0.0007566581,0.0004925721,0.0009465448,0.001523655,0.0007146955,0.0005122001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129287,"about_ca_system_score_gemma":0.002905279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01117887,"about_ca_topic_score_gemma":0.02550349,"domain_scores_codex":[0.9978174,0.001090502,0.0001688622,0.0001505009,0.0004316484,0.0003410402],"domain_scores_gemma":[0.994215,0.001484175,0.0009994415,0.0002856657,0.001098626,0.001917067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001026634,0.001502577,0.9349742,0.0002667115,0.0000205599,0.0005102446,0.01982992,0.0001008677,0.0009857928,0.00006044549,0.001408721,0.04023741],"study_design_scores_gemma":[0.00002877595,0.002342607,0.9747024,0.0001068991,0.00001073025,0.0002740843,0.02031909,0.0002424924,0.00009699508,0.00002329223,0.001838827,0.00001374859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980949,0.0000896597,0.0001704042,0.0002468883,0.000004751686,0.0004745102,0.0001957185,0.000008308191,0.000714946],"genre_scores_gemma":[0.9968202,0.0002577455,0.001191659,0.0002713268,0.000008954267,0.0006769008,0.0002281126,0.000004339484,0.0005407556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01117887,"threshold_uncertainty_score":0.02222764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1531339554652335,"score_gpt":0.5871667515285752,"score_spread":0.4340327960633418,"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."}}