{"id":"W4408321132","doi":"10.1111/dom.16278/v2/response1","title":"Author response for \"What do the guidelines say about use of biosimilar insulin therapy? Simple practical considerations to guide clinicians in different patient subgroups—Sharing Canadian perspectives\"","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biosimilar; Simple (philosophy); Medicine; Psychology; Family medicine; Internal medicine; Epistemology; Philosophy","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":[0.02782783,0.0008652457,0.00285195,0.002057293,0.005563824,0.006516588,0.003655354,0.04613252,0.05517408],"category_scores_gemma":[0.1668859,0.001489337,0.002793841,0.001643106,0.004204707,0.003339886,0.003940957,0.03399554,0.02272491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01481137,"about_ca_system_score_gemma":0.0454041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07839338,"about_ca_topic_score_gemma":0.1270362,"domain_scores_codex":[0.9704657,0.007045654,0.00525982,0.001925906,0.01120495,0.004098162],"domain_scores_gemma":[0.7759826,0.06031304,0.009437957,0.004174395,0.1330727,0.01701932],"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":[0.00001978918,0.000003830389,0.0000799391,0.0000594529,0.000004773324,0.00003516155,0.00003831823,0.000008721755,0.00001640802,0.000288872,0.9984455,0.0009993326],"study_design_scores_gemma":[0.0001453288,0.00001592869,0.0007781913,0.0008015151,0.0000292685,0.0001180752,0.0004351348,0.00008489913,0.00009466513,0.000861933,0.9965714,0.00006363328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00007257197,0.0003184393,0.0001281062,0.9658962,0.03024931,0.000058505,0.0005126703,0.00006910707,0.00269507],"genre_scores_gemma":[0.0009781639,0.0004220145,0.000307121,0.9730506,0.01204268,0.0001223575,0.0001928498,0.00007191813,0.01281232],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9216066,"threshold_uncertainty_score":0.1845757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.190180375176692,"score_gpt":0.4537396144984064,"score_spread":0.2635592393217143,"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."}}