{"id":"W4412443194","doi":"10.1016/j.jval.2025.04.733","title":"HPR9 From Data to Actionable Insight: A Collaborative Monitoring &amp; Evaluation (M&amp;E) Initiative Convened by Canada’s Drug Agency (CDA-AMC) - Piloting Plans for Diabetes and Contraception","year":2025,"lang":"en","type":"article","venue":"Value in Health","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Medicine; Business; Sociology","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":[0.07621662,0.0007179357,0.0007878739,0.002462159,0.001960673,0.01015881,0.003331733,0.002760047,0.06746411],"category_scores_gemma":[0.1299952,0.00102715,0.0008909001,0.002748128,0.00128218,0.00303479,0.007144774,0.004462424,0.01477939],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01065788,"about_ca_system_score_gemma":0.06610107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1728656,"about_ca_topic_score_gemma":0.2618114,"domain_scores_codex":[0.9486664,0.02064585,0.003356007,0.002670197,0.02166234,0.002999222],"domain_scores_gemma":[0.8550454,0.06657048,0.007837056,0.0145175,0.04221391,0.01381565],"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":[0.0007641654,0.0001947109,0.005495939,0.0005103743,0.00008610555,0.000172951,0.0004819919,0.00022551,0.0009388896,0.005383235,0.8920009,0.09374519],"study_design_scores_gemma":[0.000589781,0.0002118827,0.01192582,0.0007820299,0.00007731695,0.00007048327,0.0007832469,0.001952351,0.003186729,0.004167031,0.9761932,0.0000600403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01780476,0.002234679,0.02955852,0.3195189,0.006735376,0.01013857,0.2991185,0.01317255,0.301718],"genre_scores_gemma":[0.1803427,0.003609939,0.2323291,0.1160964,0.002361731,0.006679067,0.2272518,0.00765141,0.2236779],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9893421,"threshold_uncertainty_score":0.4030768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315100097708256,"score_gpt":0.3770333245496041,"score_spread":0.2455233147787785,"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."}}