{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000637465,0.00008965062,0.0001419284,0.000256251,0.0007421995,0.00005515933,0.0001667522,0.00008915421,0.00001905781],"category_scores_gemma":[0.0009932675,0.0001050778,0.00003115704,0.0007523645,0.0001238741,0.00007076211,0.00006327977,0.0001462656,0.0000193317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005566953,"about_ca_system_score_gemma":0.001314078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8541891,"about_ca_topic_score_gemma":0.5535248,"domain_scores_codex":[0.998608,0.0003551962,0.0001631768,0.0002147198,0.0001588881,0.0005000226],"domain_scores_gemma":[0.998991,0.0002961641,0.00003833176,0.0001945482,0.00004436059,0.0004355613],"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":[0.0003204754,0.00002283943,0.01796179,0.0001088091,0.00001598266,0.00001502227,0.05579926,0.000001433265,0.00008341298,0.2150535,0.6765003,0.03411719],"study_design_scores_gemma":[0.0001733672,0.0000337653,0.05467904,0.00009748952,0.000002432762,6.885763e-7,0.0009789948,0.000002806232,0.00001813509,0.00416179,0.9397578,0.00009363788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2514035,0.0004820009,0.00000780245,0.7449282,0.0001038646,0.0002282014,0.0001078789,0.00003591308,0.002702671],"genre_scores_gemma":[0.6775153,0.0001361018,0.00009687585,0.3179086,0.0003330645,0.00001847984,0.00000107154,0.000005823783,0.003984632],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4270195,"threshold_uncertainty_score":0.5708474,"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."}}