{"id":"W4410113624","doi":"10.1007/s13187-025-02640-z","title":"Those Who Teach, Do","year":2025,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008461807,0.00004016787,0.00007956205,0.0001396423,0.0001909442,0.0001005677,0.0001708001,0.00004446392,0.0004714784],"category_scores_gemma":[0.0004755543,0.00003621416,0.0000471366,0.0002870052,0.00006076722,0.0005061203,0.000004175432,0.0001647019,0.000006897766],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002407973,"about_ca_system_score_gemma":0.006085232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036845,"about_ca_topic_score_gemma":0.0005119162,"domain_scores_codex":[0.9992563,0.0001629658,0.0001885668,0.00005639569,0.0002430655,0.00009277189],"domain_scores_gemma":[0.998921,0.0002323573,0.0002880042,0.00005971846,0.0004363223,0.00006257007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004271383,0.0002624317,0.1003248,0.00002997498,0.00006448744,2.390468e-7,0.0424488,0.00001186019,0.00005876673,0.1539097,0.2635205,0.4393257],"study_design_scores_gemma":[0.00006270945,0.00001050048,0.02871699,0.000193183,0.00004204661,6.008105e-7,0.03806343,4.05189e-7,0.00006518708,0.01135041,0.9214543,0.0000402963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2697695,0.03865434,0.0001261712,0.2991327,0.0129841,0.0001588505,0.000001449534,0.00001229125,0.3791607],"genre_scores_gemma":[0.9673318,0.003521891,0.00042537,0.002052472,0.002435381,0.000009378856,4.640935e-7,0.000003188652,0.02422005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6975623,"threshold_uncertainty_score":0.9995493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04684570723330923,"score_gpt":0.5077185642782628,"score_spread":0.4608728570449536,"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."}}