{"id":"W7111219495","doi":"10.1371/journal.pone.0336245.s007","title":"ISSaQ 4.0 tool.","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; Scale (ratio); Delphi","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":[0.01295612,0.001464726,0.001418587,0.009635664,0.0006615691,0.003221954,0.002504789,0.001351237,0.2572327],"category_scores_gemma":[0.05108472,0.001232168,0.003741951,0.007027347,0.0006625781,0.003604596,0.004668254,0.002030263,0.07834287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001465871,"about_ca_system_score_gemma":0.006070259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224558,"about_ca_topic_score_gemma":0.00332591,"domain_scores_codex":[0.9918624,0.003242221,0.002560235,0.0005322815,0.001453518,0.0003493023],"domain_scores_gemma":[0.9692234,0.01665322,0.0038143,0.001239357,0.008346075,0.0007236879],"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":[0.0009193326,0.0001943286,0.01259727,0.01402032,0.0002307743,0.0001554749,0.001907014,0.0006404781,0.0003242806,0.006398469,0.6982482,0.2643641],"study_design_scores_gemma":[0.0006798464,0.0002710012,0.02508133,0.006769206,0.0002148567,0.0004509695,0.001330453,0.001934996,0.001075259,0.0153936,0.946599,0.0001995387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.03008334,0.006778833,0.08026963,0.01119142,0.00180455,0.03213606,0.5664117,0.0397809,0.2315435],"genre_scores_gemma":[0.1007211,0.006070161,0.3725203,0.007372106,0.0007282297,0.1300065,0.2666438,0.01551146,0.1004265],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2572327,"threshold_uncertainty_score":0.860529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4123300095638305,"score_gpt":0.4672210254669451,"score_spread":0.05489101590311463,"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."}}