{"id":"W4206252796","doi":"10.2196/28770","title":"Distributed Autonomous Organization of Learning: Future Structure for Health Professions Education Institutions","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credentialing; Health professions; Equity (law); Learning organization; Consolidation (business); Information system; Information technology","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":[0.005807593,0.0001816151,0.000290957,0.0008080104,0.002542649,0.008005149,0.002036159,0.001984884,0.006323515],"category_scores_gemma":[0.007129977,0.0002190006,0.000446044,0.0009139804,0.003644991,0.008070747,0.005796134,0.001752932,0.001725355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004586321,"about_ca_system_score_gemma":0.009391015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004382678,"about_ca_topic_score_gemma":0.004116324,"domain_scores_codex":[0.997512,0.0009337647,0.0001074057,0.0004229584,0.0005741806,0.0004496775],"domain_scores_gemma":[0.9882138,0.001442418,0.000668962,0.003008246,0.002641908,0.00402467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001181665,0.0002667081,0.005577997,0.0001309705,0.00002448839,0.0001311473,0.001949984,0.00809338,0.001658433,0.7456346,0.01596716,0.220447],"study_design_scores_gemma":[0.0000989711,0.0003046048,0.003295029,0.0002517918,0.00001954675,0.0001409289,0.001946375,0.04671338,0.0009979629,0.6400009,0.3061605,0.00007005757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1056146,0.003726,0.683907,0.07642321,0.001027828,0.0007367495,0.000261875,0.002102265,0.1262004],"genre_scores_gemma":[0.737396,0.001648256,0.2259954,0.002158467,0.0004518459,0.0004181718,0.0004252981,0.0001410087,0.0313656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008005149,"threshold_uncertainty_score":0.03327626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924209600039916,"score_gpt":0.435684311295678,"score_spread":0.4164422152952789,"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."}}