{"id":"W4404924122","doi":"10.2196/56553","title":"An Educational Digital Tool to Improve the Implementation of Switching to a Biosimilar (Rapid Switch Trainer): Tool Development and Validation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Nocebo Effect; Focus group; Trainer; Medicine; Quality (philosophy); Medical education; Health care; Health professionals; Resource (disambiguation); Knowledge management; Alternative medicine; Psychology; Computer science; Business; Internal medicine; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0442104,0.001473753,0.0008721465,0.003484202,0.0005945499,0.001978393,0.001850587,0.001138615,0.004004838],"category_scores_gemma":[0.09113882,0.0006798425,0.001559275,0.001410875,0.0008436173,0.002230614,0.002698094,0.0009934357,0.0005747331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001759282,"about_ca_system_score_gemma":0.004253769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007982989,"about_ca_topic_score_gemma":0.001257178,"domain_scores_codex":[0.9822965,0.01288781,0.00172074,0.0009004075,0.001654619,0.0005399328],"domain_scores_gemma":[0.8853253,0.09935612,0.003108889,0.00298896,0.008194832,0.001026048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004381284,0.01494165,0.04409816,0.01328775,0.0005977479,0.0007099888,0.01767015,0.00787136,0.006678558,0.003874437,0.009034202,0.8768547],"study_design_scores_gemma":[0.02931243,0.09434082,0.3261126,0.03399748,0.007340218,0.003740514,0.04544024,0.2041401,0.06136064,0.01347512,0.1795299,0.001209956],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8009848,0.001028299,0.12277,0.001130846,0.0003702267,0.05948649,0.001885241,0.002617629,0.009726569],"genre_scores_gemma":[0.4791566,0.0007742012,0.4711219,0.0004780904,0.00006278602,0.04438019,0.00169048,0.0001860766,0.002149747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0442104,"threshold_uncertainty_score":0.2338097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860842345257078,"score_gpt":0.441791703582826,"score_spread":0.3931832801302552,"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."}}