{"id":"W4323032432","doi":"10.1111/medu.15075","title":"When I say … removing barriers","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Health care; Engineering ethics; Psychology; MEDLINE; Nursing; Medicine; Political science; Law; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01267813,0.0006918948,0.0005174818,0.0008010616,0.008571166,0.008179229,0.001878215,0.007633196,0.02976615],"category_scores_gemma":[0.06317318,0.0004114396,0.0009708803,0.0005055568,0.008499493,0.0114283,0.007946752,0.02154559,0.01751073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002860255,"about_ca_system_score_gemma":0.01135713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007419178,"about_ca_topic_score_gemma":0.01520336,"domain_scores_codex":[0.9842185,0.007692808,0.0004802139,0.0008273912,0.004373128,0.002407877],"domain_scores_gemma":[0.9804554,0.00647027,0.001978216,0.0008753699,0.005382293,0.004838428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002190478,0.00005915949,0.0009976132,0.0001734124,0.00001534818,0.0002822721,0.01597428,0.00002506457,0.0002555021,0.02341856,0.9099531,0.04882378],"study_design_scores_gemma":[0.00001559656,0.00003836869,0.0006974982,0.0007180836,0.00001485709,0.0006241244,0.01835712,0.00004818675,0.0002853597,0.01140629,0.967755,0.00003937114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003475127,0.003357599,0.004429306,0.8865446,0.02305432,0.00006590853,0.00006074246,0.0003806747,0.0786317],"genre_scores_gemma":[0.06530036,0.005699194,0.00759948,0.7950232,0.004967113,0.0002473856,0.0001010724,0.0004223364,0.1206399],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02976615,"threshold_uncertainty_score":0.09957767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0362496574842408,"score_gpt":0.4627785530776234,"score_spread":0.4265288955933826,"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."}}