{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009102379,0.0003822245,0.0007811559,0.0008466575,0.000242434,0.001479236,0.00820619,0.0004411253,0.06159922],"category_scores_gemma":[0.007141224,0.0003334724,0.0000635306,0.005126549,0.001780058,0.0004551522,0.003732822,0.003100944,0.02146695],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003369308,"about_ca_system_score_gemma":0.01361733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581537,"about_ca_topic_score_gemma":0.001718602,"domain_scores_codex":[0.995277,0.0005993476,0.0006350419,0.0007921821,0.002044852,0.0006515272],"domain_scores_gemma":[0.9972087,0.0001950085,0.0004309172,0.001713473,0.000111884,0.0003400279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006336832,0.0001806185,0.0002707456,0.02213536,0.000008687592,0.00002619653,0.00121997,0.000001305617,4.559387e-7,0.008355863,0.9368919,0.03090263],"study_design_scores_gemma":[0.00004888892,0.00002009213,0.000002501949,0.5080293,0.000007125047,0.00001418864,0.0003330194,0.00001588317,4.390657e-7,0.0009009715,0.4903897,0.0002378416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[3.215988e-7,0.006579923,0.00001840532,0.001159488,0.0004946718,0.1860053,0.000003823551,0.0002163265,0.8055218],"genre_scores_gemma":[0.00000868651,0.0009899696,0.01175805,0.003790976,0.0004247038,0.5236152,0.00001577209,0.0009451813,0.4584514],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.485894,"threshold_uncertainty_score":0.9999117,"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."}}