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Lundbeck A/S; Medical Research Council; McKnight Foundation; National Institute of General Medical Sciences; National Alliance for Research on Schizophrenia and Depression; University of Pittsburgh; Bispebjerg Hospital; National Science Foundation; Faculty of Health and Medical Sciences, University of Western Australia; Max-Planck-Gesellschaft; Royal Society","keywords":"Checklist; Psychology; Delphi method; Delphi; Medicine; Computer science; Artificial intelligence; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.257272,0.003672692,0.00925543,0.02178241,0.005016283,0.006135966,0.009929432,0.007017042,0.01070634],"category_scores_gemma":[0.3398604,0.004585453,0.01697979,0.01077269,0.004719475,0.004800087,0.009407589,0.007891909,0.004301103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007789907,"about_ca_system_score_gemma":0.04421308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005832165,"about_ca_topic_score_gemma":0.01477519,"domain_scores_codex":[0.688943,0.07512288,0.2066672,0.004375994,0.0225497,0.002341322],"domain_scores_gemma":[0.5498643,0.2348639,0.06225014,0.0250254,0.1224792,0.005517048],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003885968,0.0008133322,0.01634235,0.2489779,0.007222218,0.001590107,0.007056012,0.002265375,0.008264736,0.01499175,0.2721323,0.4164581],"study_design_scores_gemma":[0.009690407,0.001773477,0.04965138,0.3699809,0.01591138,0.00470563,0.006052544,0.006079679,0.01054921,0.0265127,0.4973214,0.001771155],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.01377875,0.09080597,0.2729209,0.03252425,0.00780916,0.5136718,0.04904062,0.004887218,0.01456138],"genre_scores_gemma":[0.01180953,0.01392937,0.6079374,0.004970895,0.0006411921,0.3421504,0.01552168,0.0004732726,0.002566195],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.742728,"threshold_uncertainty_score":0.9159159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.676716629282388,"score_gpt":0.6289808608528554,"score_spread":0.04773576842953253,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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