{"id":"W7111412070","doi":"10.1371/journal.pone.0336245.s004","title":"Items validation.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CLARITY; Delphi method; Content validity; Quality (philosophy); Systematic review; Steering committee; Public health; Test (biology); Scale (ratio)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06840628,0.001851551,0.001716933,0.004783791,0.002252279,0.004447166,0.002996536,0.00170631,0.08327519],"category_scores_gemma":[0.1982393,0.001300182,0.004013536,0.005881975,0.002076011,0.003386378,0.005776001,0.002922421,0.03681568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003399307,"about_ca_system_score_gemma":0.01172638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002856413,"about_ca_topic_score_gemma":0.005476217,"domain_scores_codex":[0.9420001,0.02642078,0.009296164,0.004598017,0.01609599,0.001589008],"domain_scores_gemma":[0.8340248,0.0599945,0.005978821,0.01621597,0.08247045,0.001315426],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009139318,0.0007010075,0.03144287,0.008766506,0.0003175911,0.0001898935,0.01423901,0.0008912174,0.001686504,0.03127276,0.1968528,0.7127259],"study_design_scores_gemma":[0.001038347,0.001495326,0.08411235,0.01591642,0.000489541,0.0007335655,0.009118732,0.005431844,0.004592103,0.03193713,0.8448786,0.0002560477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.107594,0.005132154,0.2039954,0.009727484,0.008458264,0.1271881,0.04821294,0.005802589,0.4838892],"genre_scores_gemma":[0.2290074,0.002664276,0.3885456,0.005614185,0.0008113927,0.2790206,0.03285395,0.002530107,0.05895254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9315937,"threshold_uncertainty_score":0.3617713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4411367425113547,"score_gpt":0.4706831653217489,"score_spread":0.02954642281039427,"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."}}