{"id":"W7111061301","doi":"10.1371/journal.pone.0323499.s002","title":"Summary of Challenges.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Identification (biology); Health care; Dissemination; Best practice; Quality (philosophy); Event (particle physics)","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":[0.011693,0.001122652,0.0009082192,0.002165496,0.008556514,0.01465277,0.006162275,0.008932859,0.1363313],"category_scores_gemma":[0.0258865,0.0004281923,0.001421709,0.00298382,0.003459596,0.007181093,0.008895802,0.009875691,0.04915046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02396917,"about_ca_system_score_gemma":0.1098831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2683309,"about_ca_topic_score_gemma":0.400631,"domain_scores_codex":[0.9911295,0.001477888,0.0004895152,0.000768279,0.004166657,0.001968155],"domain_scores_gemma":[0.9767991,0.001810315,0.0003487186,0.0009328306,0.01299991,0.007109132],"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":[0.00001259932,0.00001787688,0.000292025,0.0002846122,0.00000571379,0.0001117974,0.0003385305,0.00005680238,0.00004903476,0.01416297,0.9122557,0.07241242],"study_design_scores_gemma":[0.000002865702,0.000006730115,0.0003526585,0.0005691561,0.000003703913,0.0001004128,0.0008812509,0.00003235873,0.0000211604,0.002514721,0.995507,0.000007823676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0008071563,0.02933532,0.002282265,0.7328424,0.0483837,0.0002314214,0.002214465,0.000528797,0.1833744],"genre_scores_gemma":[0.02906078,0.07012858,0.01140729,0.3589833,0.01753508,0.0007076223,0.007022699,0.0007885407,0.5043661],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2683309,"threshold_uncertainty_score":0.5335381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7821673516217628,"score_gpt":0.6605640662682871,"score_spread":0.1216032853534756,"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."}}