{"id":"W4412991511","doi":"10.1371/journal.pone.0326880","title":"Disclosing disabilities: Barriers for medical school applicants","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accommodation; Respondent; Accreditation; Medicine; Documentation; Family medicine; Medical education; Psychology; Political science","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":[0.01381703,0.0002418675,0.0003652535,0.00133032,0.00405147,0.003236034,0.001303257,0.0009419355,0.007288898],"category_scores_gemma":[0.07778722,0.000349419,0.0004803565,0.001439262,0.001936981,0.00201246,0.005351577,0.001680923,0.0004975259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742272,"about_ca_system_score_gemma":0.007964176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01445922,"about_ca_topic_score_gemma":0.01246305,"domain_scores_codex":[0.9824229,0.009973038,0.001698571,0.0005660121,0.002494398,0.002844908],"domain_scores_gemma":[0.9471992,0.02146829,0.01919534,0.001396855,0.002934938,0.007805444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001608417,0.0007665629,0.7107258,0.0006426829,0.00005098983,0.001780809,0.1791,0.0001085059,0.0007095821,0.002865494,0.004913445,0.09817538],"study_design_scores_gemma":[0.00002602805,0.0006134129,0.3575841,0.001743857,0.00005261643,0.0030078,0.6167992,0.0004279944,0.0005219424,0.001101441,0.01803403,0.0000876864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883149,0.000877857,0.0004171079,0.006295818,0.0000993444,0.0001012105,0.00009129683,0.00001121471,0.003791379],"genre_scores_gemma":[0.9963878,0.0007359826,0.0004482637,0.001466783,0.00007521767,0.00005754815,0.00003604949,0.000005095001,0.0007873105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445922,"threshold_uncertainty_score":0.07307231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04581533028347158,"score_gpt":0.3506506128299687,"score_spread":0.3048352825464971,"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."}}