{"id":"W4409826423","doi":"10.12927/hcpol.2025.27562","title":"Commentary: Fixing Fraying? A Response to Milinkovic and Hurley","year":2025,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01580261,0.002050958,0.003346994,0.002250219,0.0157578,0.0093443,0.01026803,0.1050794,0.01148794],"category_scores_gemma":[0.1095429,0.001846308,0.002601381,0.003370303,0.01427094,0.01137308,0.005104444,0.1222709,0.006190942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01928516,"about_ca_system_score_gemma":0.04750769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1242371,"about_ca_topic_score_gemma":0.1426116,"domain_scores_codex":[0.9852819,0.004502512,0.001284223,0.002172995,0.004885869,0.001872523],"domain_scores_gemma":[0.922992,0.04489639,0.002421935,0.001338828,0.01921459,0.009136173],"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":[0.00001097632,0.000004283663,0.00002579623,0.00005506765,0.000005187313,0.00007260685,0.0001547791,0.00001207982,0.00001599247,0.0007493233,0.9980913,0.0008026226],"study_design_scores_gemma":[0.00008360265,0.00002660884,0.0004424006,0.001145539,0.00004292818,0.0003770638,0.001831386,0.0001603373,0.0001470349,0.005343676,0.9902844,0.0001149841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004002446,0.001050583,0.00001973564,0.9812838,0.01717612,0.00000718555,0.00002939976,0.000009739773,0.0003833912],"genre_scores_gemma":[0.0005853506,0.0005937218,0.0000627955,0.9864699,0.01126001,0.00002167805,0.0000119827,0.00001719286,0.0009773999],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1242371,"threshold_uncertainty_score":0.2470279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922197572073055,"score_gpt":0.3834157550871398,"score_spread":0.3641937793664092,"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."}}