{"id":"W6961163951","doi":"10.1371/journal.pone.0304545.g001","title":"Moderation model.","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Moderation; Cognition; Multivariate analysis; Formal education; Older people; Test (biology); Age groups; Cognitive reserve","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":[0.0206985,0.004744302,0.002891486,0.002014908,0.001939839,0.003043332,0.003668889,0.002762312,0.07317828],"category_scores_gemma":[0.05488884,0.0009222825,0.006688905,0.002517064,0.00124494,0.004676895,0.005221025,0.005071604,0.006247458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002126186,"about_ca_system_score_gemma":0.006080939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02225834,"about_ca_topic_score_gemma":0.01038737,"domain_scores_codex":[0.9742171,0.01790523,0.000938113,0.003950535,0.001423438,0.001565518],"domain_scores_gemma":[0.9653291,0.02700754,0.002246517,0.002039888,0.002320121,0.001056877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009724878,0.001944764,0.5449048,0.007177483,0.02617899,0.002506035,0.013354,0.007387919,0.001929226,0.1283073,0.08160763,0.1749771],"study_design_scores_gemma":[0.004636533,0.005627055,0.3813294,0.005235651,0.03188655,0.002463056,0.009005897,0.1132393,0.002315249,0.2501846,0.1935588,0.00051797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.5053663,0.02657286,0.2160121,0.04126642,0.01142562,0.01080014,0.06795396,0.00525286,0.1153498],"genre_scores_gemma":[0.8518086,0.00341321,0.06172967,0.005752719,0.00158437,0.01407752,0.01196281,0.0007996229,0.04887141],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.07317828,"threshold_uncertainty_score":0.2448058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088886414934242,"score_gpt":0.1984285422827645,"score_spread":0.1675396781334221,"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."}}