{"id":"W6906430860","doi":"10.17605/osf.io/7akqh","title":"Learning communities in medical education: A scoping review protocol","year":2024,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feeling; Isolation (microbiology); Social isolation; Stressor; Learning community; Distress; Protocol (science); Peer group; Lifelong learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07599942,0.005002486,0.01615544,0.02264757,0.005305779,0.008859527,0.005562469,0.007266695,0.08584363],"category_scores_gemma":[0.07042203,0.005968459,0.01415342,0.01639711,0.004492049,0.00670351,0.00624388,0.007223382,0.01231443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01320511,"about_ca_system_score_gemma":0.07198264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007745636,"about_ca_topic_score_gemma":0.01945304,"domain_scores_codex":[0.9645278,0.01236675,0.01373191,0.003344085,0.004136198,0.001893304],"domain_scores_gemma":[0.9511951,0.01800063,0.007112709,0.004511874,0.01709639,0.002083288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006194341,0.0007351582,0.001190611,0.8576232,0.002200924,0.001115679,0.005112832,0.001366788,0.002301143,0.006344208,0.0387217,0.07709335],"study_design_scores_gemma":[0.01905981,0.001803232,0.005758538,0.6940192,0.007534498,0.000721515,0.005685171,0.001273293,0.002246864,0.008084877,0.2533113,0.0005017772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003802784,0.001639775,0.001374119,0.0002505174,0.0001165632,0.9912274,0.004310553,0.00006638563,0.0006344329],"genre_scores_gemma":[0.0004180188,0.001091336,0.002965839,0.0001187825,0.00001617336,0.9945195,0.0005479487,0.000009300537,0.0003131258],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08584363,"threshold_uncertainty_score":0.4019281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06146556225009885,"score_gpt":0.4965487571910735,"score_spread":0.4350831949409746,"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."}}