{"id":"W6926717338","doi":"10.25384/sage.22799747.v1","title":"sj-pdf-1-mde-10.1177_23821205231170522 - Supplemental material for An Approach to Leadership Development and Patient Safety and Quality Improvement Education in the Context of Professional Identity Formation in Pre-Clinical Medical Students","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Context (archaeology); Patient safety; Quality management; Identity (music); Quality (philosophy); Professional development","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00997249,0.0001129739,0.0002838589,0.0002801727,0.00011331,0.0001512255,0.0006344634,0.0001034086,0.006055278],"category_scores_gemma":[0.0299819,0.00007509402,0.00003253336,0.0006740734,0.00002149411,0.0003862363,0.0004674689,0.0001255228,0.00002388358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005682601,"about_ca_system_score_gemma":0.0001799338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005702374,"about_ca_topic_score_gemma":0.000341735,"domain_scores_codex":[0.9955286,0.0008240144,0.001381814,0.000406918,0.001616632,0.0002420543],"domain_scores_gemma":[0.994312,0.004851286,0.0003638634,0.0002140775,0.0001461726,0.0001125936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006118881,0.001121035,0.05704628,0.0003286672,0.00001376269,8.435423e-7,0.01768086,0.000004530801,0.00004864573,0.0001018951,0.09791032,0.8251312],"study_design_scores_gemma":[0.001142296,0.0002723504,0.9500112,0.0002609468,0.000002086009,0.000001872774,0.03679679,0.0003579675,0.0001726425,0.0002906689,0.0105693,0.0001218725],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889744,0.00002232736,0.00007803412,0.0003537657,0.0002659665,0.001584282,0.008609083,0.00001113332,0.0001010336],"genre_scores_gemma":[0.9813735,0.000002427005,0.002015332,0.0006090627,0.00005569233,0.0005483911,0.01528327,0.000006002448,0.0001063468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.892965,"threshold_uncertainty_score":0.9948533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6883830368634372,"score_gpt":0.5692269942670025,"score_spread":0.1191560425964346,"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."}}