{"id":"W2944848673","doi":"10.1186/s12909-019-1598-7","title":"Key stakeholder opinions for a national learner education handover","year":2019,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; University of Calgary","funders":"Air Force Materiel Command; Association of Faculties of Medicine of Canada","keywords":"Stakeholder; Focus group; Medical education; Medicine; Psychology; Public relations; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03529751,0.0003397482,0.0002531467,0.0006584787,0.009109267,0.004186369,0.001136624,0.00283411,0.002665159],"category_scores_gemma":[0.04214999,0.0002129097,0.0004893729,0.0005645361,0.003029025,0.003030473,0.005039013,0.003105502,0.0002685471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.010179,"about_ca_system_score_gemma":0.0163267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008080274,"about_ca_topic_score_gemma":0.01258314,"domain_scores_codex":[0.973691,0.0189279,0.0009418827,0.0007183867,0.003720493,0.002000319],"domain_scores_gemma":[0.9681268,0.01842267,0.001925684,0.0006599692,0.007581693,0.003283018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001833838,0.000122757,0.01698305,0.0004640927,0.00001748242,0.001827221,0.9195985,0.0003308185,0.00567291,0.01035954,0.005328121,0.03911215],"study_design_scores_gemma":[0.00001004556,0.0001404901,0.005407866,0.0004431409,0.00001475821,0.0004896274,0.9524841,0.0006311071,0.001353731,0.002722529,0.03626666,0.00003584605],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.905016,0.0006026618,0.01234753,0.05743691,0.0004165138,0.0006955266,0.0001302587,0.00003941617,0.02331507],"genre_scores_gemma":[0.9901343,0.0003090879,0.004043787,0.003442928,0.00004554393,0.0001972364,0.00004963981,0.00001225809,0.001765232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03529751,"threshold_uncertainty_score":0.1866733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04777801740124904,"score_gpt":0.3693505760529832,"score_spread":0.3215725586517342,"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."}}