{"id":"W4408320862","doi":"10.1111/dom.16278/v2/review1","title":"Review 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; Insulin; Family medicine; Internal medicine; Epistemology","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":[0.02322514,0.001010385,0.002788397,0.005859464,0.002470443,0.007304887,0.004924328,0.01147163,0.04416448],"category_scores_gemma":[0.1167664,0.0009895737,0.003296348,0.004607168,0.002795184,0.003636315,0.002304606,0.006735834,0.01987137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01406791,"about_ca_system_score_gemma":0.08825778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1301936,"about_ca_topic_score_gemma":0.2636133,"domain_scores_codex":[0.9774915,0.005024435,0.003561607,0.0009321467,0.01136861,0.001621718],"domain_scores_gemma":[0.8082756,0.03096807,0.01016292,0.003332092,0.1405386,0.006722762],"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":[0.00001838847,0.000007175662,0.00004350987,0.001195229,0.00002322269,0.00003047753,0.00003499522,0.00001615833,0.00004099511,0.001160189,0.9777865,0.01964327],"study_design_scores_gemma":[0.00004833868,0.000008777182,0.0004544183,0.004967669,0.00007125588,0.00005935159,0.00004034448,0.00002634874,0.00004868302,0.0006048504,0.993651,0.00001899725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002953836,0.1267918,0.002200006,0.6397716,0.1332212,0.001275156,0.005851634,0.0005266244,0.09006657],"genre_scores_gemma":[0.007961498,0.1956501,0.01366433,0.5288334,0.05783582,0.001904023,0.009857216,0.0008842447,0.1834093],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1301936,"threshold_uncertainty_score":0.2588716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1755794320571133,"score_gpt":0.4445223122925183,"score_spread":0.268942880235405,"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."}}